Model Evaluation COSFIRE Filters Approach
Introduction
We obtain the 26 statistically significant sets of hyperparameters from the classification paper along with their respective training, validation, and test descriptors. Based on these descriptors, we perform image hashing for each set of descriptors using a selected set of MLP hyperparameters (for the grid search).
The outputs below represent an example of a single experiment based on an array of hyperparameters considered to determine the optimal configuration of the MLP hashing architecture (For bit size 32).
tiply, each row represents a unique combination of MLP hyperparameters, and every column represents the results yielded by each of the 26 statistically significant sets of descriptors.
The results in this presentation are from two experimental designs:
The thresholding is based on fixed values between -1 and 1 on a step size of 0.1.
Code
#%%
layer_vsn = 'v3_layers'
dt_valid = pd.read_csv(f"final paper results/merged_validation_runs_wide_format_abs_30082024_top100_{layer_vsn}.csv")
dt_test = pd.read_csv(f"final paper results/merged_test_runs_wide_format_abs_30082024_top100_{layer_vsn}.csv")
output_size = 48
query = (
"output_size == @output_size "
)
dt_valid = dt_valid.query(query)
dt_test = dt_test.query(query)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 16 | 372 | 48 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 84.69 | 86.49 | 85.15 | 84.18 | 85.89 | 86.72 | 85.91 | 84.76 | 84.81 | 85.02 | 88.10 | 85.62 | 89.32 | 84.10 | 83.12 | 86.53 | 85.08 | 86.10 | 83.88 | 83.45 | 82.44 | 82.96 | 84.60 | 83.81 | 83.48 | 82.74 |
| 17 | 372 | 48 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.53 | 88.30 | 84.81 | 87.05 | 87.44 | 85.70 | 84.16 | 87.68 | 87.26 | 86.43 | 87.52 | 87.46 | 85.14 | 87.17 | 88.24 | 87.53 | 87.59 | 86.51 | 85.39 | 86.68 | 84.73 | 83.10 | 85.66 | 83.48 | 85.96 | 82.21 |
| 18 | 372 | 48 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.98 | 85.40 | 83.84 | 86.26 | 87.86 | 87.67 | 85.18 | 88.22 | 88.11 | 85.17 | 86.34 | 86.49 | 87.25 | 86.56 | 86.62 | 88.33 | 84.25 | 86.44 | 85.83 | 86.05 | 84.45 | 84.93 | 84.78 | 84.65 | 85.94 | 85.29 |
| 19 | 372 | 48 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 24.01 | 86.99 | 84.51 | 86.02 | 85.17 | 87.77 | 89.01 | 88.73 | 87.53 | 87.78 | 88.21 | 89.95 | 87.59 | 88.35 | 84.75 | 88.86 | 24.01 | 85.79 | 86.69 | 87.35 | 84.88 | 83.83 | 86.50 | 84.83 | 86.06 | 24.01 |
| 48 | 372 | 48 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 84.88 | 86.75 | 85.55 | 86.12 | 83.86 | 87.02 | 82.27 | 83.10 | 87.57 | 86.30 | 85.07 | 84.02 | 85.70 | 83.35 | 85.88 | 85.45 | 85.20 | 85.96 | 86.62 | 85.86 | 84.94 | 84.26 | 82.69 | 84.62 | 85.06 | 83.85 |
| 49 | 372 | 48 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 85.73 | 87.08 | 85.85 | 87.77 | 86.34 | 88.93 | 88.01 | 85.97 | 87.19 | 85.00 | 87.62 | 87.09 | 87.62 | 88.27 | 86.54 | 87.37 | 87.62 | 87.45 | 87.03 | 89.35 | 84.50 | 84.90 | 84.37 | 84.17 | 85.76 | 84.61 |
| 50 | 372 | 48 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 85.70 | 87.83 | 87.69 | 85.38 | 86.99 | 88.18 | 86.19 | 87.58 | 87.29 | 88.72 | 87.22 | 86.97 | 87.34 | 86.92 | 84.61 | 86.93 | 87.14 | 87.78 | 87.49 | 86.60 | 82.38 | 82.88 | 84.05 | 85.79 | 84.20 | 85.71 |
| 51 | 372 | 48 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.88 | 84.18 | 87.73 | 87.40 | 85.39 | 88.64 | 86.55 | 86.60 | 86.35 | 85.10 | 85.91 | 85.89 | 87.00 | 86.00 | 88.09 | 87.37 | 87.58 | 87.59 | 86.65 | 85.92 | 83.81 | 84.43 | 83.79 | 82.98 | 87.13 | 86.20 |
| 80 | 372 | 48 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.52 | 86.07 | 84.96 | 87.72 | 84.07 | 86.76 | 87.54 | 86.15 | 85.27 | 83.55 | 88.27 | 87.10 | 87.73 | 84.36 | 85.41 | 86.30 | 86.36 | 85.55 | 86.01 | 85.35 | 86.10 | 82.91 | 81.91 | 84.38 | 85.01 | 80.91 |
| 81 | 372 | 48 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 79.33 | 86.03 | 87.16 | 85.50 | 85.55 | 86.92 | 87.22 | 85.89 | 87.66 | 86.11 | 87.69 | 87.84 | 86.36 | 84.93 | 87.51 | 87.09 | 88.41 | 87.92 | 85.02 | 86.54 | 84.14 | 84.75 | 84.62 | 84.34 | 84.49 | 84.78 |
| 82 | 372 | 48 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 85.29 | 85.65 | 82.27 | 85.62 | 85.82 | 85.26 | 86.93 | 86.28 | 86.82 | 87.58 | 89.19 | 86.68 | 87.01 | 88.04 | 84.86 | 87.99 | 86.81 | 87.69 | 86.42 | 84.80 | 85.42 | 85.22 | 83.35 | 85.84 | 85.16 | 81.73 |
| 83 | 372 | 48 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.77 | 87.79 | 87.00 | 88.20 | 87.11 | 87.68 | 87.51 | 86.91 | 86.61 | 85.58 | 89.12 | 89.32 | 86.65 | 86.69 | 86.45 | 88.19 | 83.96 | 86.94 | 84.62 | 88.61 | 84.07 | 85.36 | 84.35 | 82.66 | 88.65 | 84.42 |
| 112 | 372 | 48 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 84.07 | 86.89 | 86.17 | 85.71 | 86.99 | 85.66 | 83.02 | 87.61 | 85.74 | 86.44 | 86.16 | 86.68 | 88.78 | 86.93 | 86.15 | 86.50 | 85.66 | 85.77 | 87.83 | 86.54 | 84.28 | 84.18 | 84.95 | 84.40 | 84.24 | 86.85 |
| 113 | 372 | 48 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.00 | 87.35 | 88.74 | 87.18 | 87.09 | 88.36 | 87.80 | 86.87 | 87.18 | 86.57 | 86.67 | 86.85 | 86.83 | 87.28 | 87.46 | 86.05 | 86.35 | 87.83 | 88.58 | 87.88 | 85.50 | 85.55 | 85.66 | 85.33 | 82.67 | 85.43 |
| 114 | 372 | 48 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 85.37 | 86.30 | 85.26 | 85.20 | 85.98 | 88.12 | 86.41 | 89.24 | 87.77 | 86.94 | 86.54 | 87.00 | 87.50 | 86.51 | 84.57 | 87.18 | 87.14 | 87.67 | 87.50 | 86.19 | 87.14 | 84.89 | 84.95 | 83.63 | 88.80 | 83.53 |
| 115 | 372 | 48 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.66 | 87.89 | 86.02 | 86.89 | 85.79 | 86.49 | 87.24 | 87.14 | 87.15 | 86.91 | 87.96 | 89.39 | 86.57 | 87.05 | 88.84 | 88.45 | 85.73 | 86.60 | 86.40 | 88.26 | 84.80 | 83.18 | 85.76 | 85.13 | 84.51 | 86.71 |
| 144 | 372 | 48 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 83.72 | 82.58 | 84.57 | 85.35 | 85.80 | 86.67 | 86.28 | 87.60 | 85.29 | 85.98 | 87.14 | 87.86 | 87.41 | 85.11 | 84.41 | 87.68 | 84.95 | 85.15 | 87.70 | 87.77 | 84.24 | 85.36 | 84.34 | 84.73 | 81.26 | 85.86 |
| 145 | 372 | 48 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.38 | 85.79 | 86.97 | 87.38 | 87.28 | 86.58 | 87.12 | 89.10 | 87.35 | 87.57 | 87.37 | 87.98 | 86.71 | 88.90 | 88.11 | 87.66 | 86.37 | 88.12 | 86.54 | 86.90 | 85.15 | 83.74 | 84.42 | 81.97 | 85.55 | 84.90 |
| 146 | 372 | 48 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.06 | 85.95 | 88.37 | 87.44 | 86.61 | 88.52 | 87.71 | 86.52 | 87.56 | 86.45 | 87.08 | 88.55 | 86.85 | 85.86 | 85.98 | 85.42 | 87.90 | 88.06 | 87.25 | 87.25 | 85.84 | 84.14 | 84.32 | 82.96 | 85.18 | 81.30 |
| 147 | 372 | 48 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.24 | 88.07 | 86.26 | 86.42 | 86.41 | 87.76 | 87.68 | 85.97 | 87.89 | 87.66 | 87.73 | 87.49 | 87.06 | 88.08 | 86.76 | 88.25 | 85.37 | 85.60 | 88.47 | 88.63 | 84.14 | 84.72 | 85.15 | 85.38 | 85.49 | 86.14 |
| 176 | 372 | 48 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 85.66 | 85.82 | 85.77 | 84.66 | 84.95 | 87.03 | 87.74 | 80.39 | 85.72 | 86.60 | 87.99 | 86.84 | 85.79 | 84.86 | 84.85 | 86.18 | 88.08 | 86.63 | 86.64 | 89.87 | 84.70 | 83.51 | 84.80 | 82.99 | 82.26 | 82.92 |
| 177 | 372 | 48 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.13 | 86.45 | 86.98 | 87.24 | 86.68 | 88.89 | 87.84 | 88.13 | 87.26 | 86.25 | 84.63 | 88.84 | 88.37 | 87.34 | 86.70 | 88.26 | 90.23 | 88.30 | 87.00 | 84.85 | 84.39 | 84.78 | 84.27 | 85.70 | 86.47 | 85.87 |
| 178 | 372 | 48 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 84.54 | 87.82 | 86.10 | 86.20 | 86.54 | 87.96 | 86.67 | 85.47 | 88.19 | 86.19 | 86.29 | 87.44 | 87.99 | 87.35 | 86.95 | 86.98 | 88.84 | 88.04 | 86.47 | 87.33 | 83.76 | 84.64 | 85.35 | 84.01 | 83.72 | 85.33 |
| 179 | 372 | 48 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 86.22 | 88.14 | 87.32 | 86.49 | 88.27 | 87.30 | 85.40 | 88.76 | 88.01 | 88.54 | 88.20 | 88.78 | 87.12 | 87.03 | 86.23 | 88.28 | 86.59 | 86.59 | 86.02 | 88.22 | 86.18 | 85.52 | 85.32 | 82.97 | 84.85 | 87.10 |
| 208 | 372 | 48 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 86.86 | 86.65 | 84.77 | 87.65 | 85.11 | 86.88 | 86.56 | 86.01 | 85.81 | 86.37 | 86.96 | 87.46 | 88.00 | 86.32 | 87.56 | 89.12 | 86.86 | 85.69 | 87.47 | 87.97 | 83.28 | 84.06 | 86.24 | 84.08 | 85.66 | 88.03 |
| 209 | 372 | 48 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 85.60 | 87.42 | 86.45 | 88.01 | 85.71 | 87.43 | 86.71 | 84.41 | 87.77 | 86.22 | 88.01 | 87.57 | 86.71 | 86.00 | 86.75 | 88.59 | 85.23 | 85.21 | 87.71 | 88.34 | 86.03 | 84.81 | 85.79 | 87.36 | 86.56 | 85.46 |
| 210 | 372 | 48 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 85.75 | 84.87 | 84.97 | 88.67 | 83.62 | 86.61 | 86.30 | 86.57 | 86.68 | 87.08 | 87.11 | 87.66 | 86.74 | 87.63 | 86.05 | 84.56 | 86.30 | 86.27 | 85.44 | 86.99 | 84.09 | 83.10 | 83.63 | 85.93 | 83.11 | 85.42 |
| 211 | 372 | 48 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.58 | 86.90 | 87.99 | 87.49 | 86.63 | 87.57 | 86.94 | 85.91 | 86.79 | 87.21 | 85.90 | 87.39 | 87.62 | 86.26 | 87.50 | 88.70 | 86.60 | 85.65 | 87.26 | 87.65 | 83.54 | 83.62 | 86.93 | 86.33 | 86.80 | 83.18 |
| 240 | 372 | 48 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 84.48 | 84.80 | 84.12 | 84.69 | 85.76 | 87.27 | 86.35 | 84.43 | 88.09 | 88.35 | 86.00 | 87.32 | 85.70 | 85.90 | 88.12 | 86.36 | 85.82 | 85.09 | 87.79 | 86.81 | 82.87 | 84.34 | 85.33 | 83.72 | 82.18 | 86.49 |
| 241 | 372 | 48 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 84.21 | 85.49 | 86.19 | 86.88 | 85.68 | 87.49 | 86.28 | 83.92 | 87.69 | 87.41 | 86.54 | 88.11 | 85.10 | 85.80 | 86.73 | 85.98 | 85.92 | 86.62 | 86.93 | 87.41 | 83.80 | 84.55 | 87.45 | 86.21 | 86.34 | 84.58 |
| 242 | 372 | 48 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 86.26 | 85.95 | 84.85 | 87.52 | 85.48 | 87.30 | 86.29 | 88.20 | 87.13 | 86.56 | 88.49 | 86.07 | 86.71 | 86.03 | 86.24 | 86.98 | 85.78 | 88.29 | 87.09 | 87.19 | 82.99 | 84.62 | 83.15 | 84.67 | 83.90 | 86.58 |
| 243 | 372 | 48 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 85.74 | 85.54 | 83.51 | 88.18 | 86.13 | 85.75 | 87.53 | 85.32 | 86.35 | 86.53 | 86.54 | 85.64 | 86.87 | 86.95 | 86.14 | 86.53 | 86.50 | 86.75 | 86.98 | 87.74 | 85.77 | 85.06 | 87.23 | 83.60 | 84.01 | 85.75 |
| 272 | 372 | 48 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 86.34 | 84.32 | 87.68 | 86.73 | 86.07 | 85.72 | 86.21 | 84.68 | 87.31 | 88.16 | 85.88 | 86.32 | 87.11 | 83.28 | 84.97 | 86.17 | 84.07 | 86.25 | 88.48 | 86.08 | 84.20 | 83.66 | 83.16 | 84.41 | 83.78 | 83.82 |
| 273 | 372 | 48 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 85.07 | 87.79 | 87.33 | 86.96 | 87.00 | 86.44 | 86.20 | 86.65 | 86.91 | 87.67 | 86.82 | 86.69 | 86.23 | 87.76 | 84.25 | 88.24 | 88.81 | 88.73 | 86.13 | 87.42 | 82.37 | 82.55 | 85.43 | 85.68 | 85.36 | 84.53 |
| 274 | 372 | 48 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 84.79 | 85.65 | 84.84 | 86.61 | 86.18 | 87.71 | 85.41 | 84.07 | 88.24 | 87.06 | 88.61 | 86.64 | 86.05 | 84.52 | 87.72 | 86.43 | 87.28 | 87.13 | 85.69 | 86.24 | 83.93 | 84.48 | 87.05 | 83.53 | 85.88 | 85.25 |
| 275 | 372 | 48 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.54 | 86.46 | 85.24 | 86.13 | 87.01 | 85.92 | 85.31 | 87.24 | 85.91 | 86.48 | 88.84 | 87.50 | 87.82 | 84.47 | 87.70 | 88.48 | 86.73 | 86.35 | 86.73 | 87.87 | 82.64 | 82.94 | 83.77 | 85.13 | 88.86 | 82.92 |
| 304 | 372 | 48 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 84.43 | 86.90 | 82.42 | 87.06 | 85.39 | 84.66 | 85.65 | 85.29 | 84.91 | 83.20 | 87.45 | 86.44 | 84.56 | 84.37 | 85.49 | 84.70 | 84.36 | 85.79 | 86.84 | 85.31 | 83.81 | 84.18 | 83.83 | 86.06 | 87.72 | 85.42 |
| 305 | 372 | 48 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 85.06 | 86.70 | 87.07 | 84.44 | 86.60 | 88.87 | 88.16 | 87.65 | 87.21 | 88.10 | 87.38 | 87.89 | 87.94 | 85.33 | 83.80 | 86.58 | 86.91 | 86.03 | 88.89 | 87.09 | 84.18 | 85.34 | 85.47 | 84.63 | 86.45 | 82.40 |
| 306 | 372 | 48 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 85.96 | 87.28 | 85.66 | 85.84 | 83.17 | 87.14 | 87.19 | 87.19 | 84.06 | 84.62 | 86.57 | 87.97 | 86.81 | 86.24 | 86.79 | 87.18 | 82.25 | 86.57 | 88.02 | 87.87 | 84.07 | 84.14 | 84.37 | 84.19 | 84.29 | 83.44 |
| 307 | 372 | 48 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.19 | 88.46 | 88.99 | 83.79 | 86.86 | 90.20 | 85.63 | 87.45 | 86.30 | 84.46 | 88.01 | 87.22 | 87.12 | 88.54 | 84.37 | 88.84 | 88.74 | 87.18 | 87.26 | 87.72 | 86.85 | 83.24 | 84.92 | 84.85 | 83.30 | 83.93 |
| 336 | 372 | 48 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 85.98 | 86.81 | 85.56 | 86.51 | 85.80 | 85.24 | 84.63 | 89.15 | 86.89 | 86.11 | 86.87 | 87.19 | 86.19 | 85.49 | 86.17 | 84.76 | 85.32 | 86.27 | 86.14 | 86.86 | 83.41 | 84.95 | 84.31 | 85.19 | 83.04 | 82.34 |
| 337 | 372 | 48 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 84.37 | 87.45 | 87.98 | 88.33 | 88.93 | 87.60 | 86.86 | 87.69 | 89.23 | 86.52 | 88.05 | 85.34 | 85.33 | 86.06 | 87.75 | 86.66 | 88.09 | 86.20 | 88.40 | 87.69 | 84.23 | 83.73 | 85.45 | 85.45 | 86.41 | 87.32 |
| 338 | 372 | 48 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 85.39 | 86.51 | 88.22 | 84.01 | 86.32 | 87.09 | 85.93 | 85.43 | 86.57 | 85.69 | 87.45 | 87.93 | 86.64 | 87.17 | 85.74 | 87.49 | 88.08 | 87.70 | 86.60 | 87.56 | 86.90 | 84.93 | 85.01 | 86.48 | 83.29 | 84.48 |
| 339 | 372 | 48 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 85.94 | 87.10 | 87.91 | 86.37 | 86.24 | 88.12 | 87.41 | 87.58 | 87.11 | 88.59 | 88.26 | 88.39 | 87.15 | 87.26 | 88.08 | 86.60 | 86.74 | 86.50 | 87.99 | 85.53 | 84.70 | 85.79 | 84.55 | 87.63 | 84.20 | 85.18 |
| 368 | 372 | 48 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 84.43 | 85.01 | 85.19 | 87.72 | 85.56 | 88.49 | 87.32 | 82.14 | 87.47 | 79.13 | 86.61 | 87.05 | 86.61 | 86.02 | 83.57 | 82.03 | 87.44 | 84.56 | 86.43 | 84.51 | 84.87 | 84.12 | 85.08 | 71.43 | 85.69 | 84.33 |
| 369 | 372 | 48 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.39 | 86.69 | 85.53 | 85.64 | 86.73 | 88.15 | 86.49 | 87.77 | 86.63 | 88.30 | 87.88 | 85.81 | 85.44 | 86.48 | 86.66 | 87.31 | 88.65 | 87.26 | 88.11 | 89.16 | 85.54 | 85.41 | 84.67 | 85.34 | 84.60 | 84.45 |
| 370 | 372 | 48 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.54 | 87.31 | 87.15 | 83.19 | 85.56 | 87.10 | 86.68 | 88.18 | 86.47 | 87.33 | 87.43 | 88.98 | 86.89 | 88.64 | 87.53 | 88.33 | 85.96 | 85.85 | 88.27 | 87.84 | 85.78 | 83.85 | 83.30 | 85.01 | 85.86 | 88.27 |
| 371 | 372 | 48 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.14 | 85.35 | 87.21 | 88.54 | 87.65 | 87.93 | 86.54 | 88.81 | 87.80 | 86.82 | 88.13 | 87.11 | 85.10 | 86.41 | 87.65 | 85.06 | 86.06 | 89.93 | 87.45 | 86.77 | 84.89 | 84.73 | 86.80 | 85.36 | 83.42 | 83.77 |
| 400 | 372 | 48 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.30 | 87.22 | 84.10 | 83.86 | 82.11 | 85.95 | 87.48 | 84.74 | 85.19 | 87.20 | 87.53 | 87.43 | 86.54 | 86.63 | 85.85 | 88.01 | 84.26 | 86.10 | 86.57 | 89.13 | 85.43 | 85.42 | 81.70 | 82.27 | 84.13 | 84.62 |
| 401 | 372 | 48 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 84.26 | 87.70 | 86.89 | 85.45 | 85.55 | 87.22 | 88.44 | 88.04 | 88.44 | 86.45 | 89.29 | 87.70 | 87.44 | 86.75 | 86.59 | 89.27 | 85.63 | 87.43 | 86.23 | 88.44 | 87.73 | 83.22 | 86.76 | 85.83 | 85.28 | 85.67 |
| 402 | 372 | 48 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 85.79 | 87.55 | 86.91 | 87.09 | 88.30 | 88.83 | 89.15 | 86.99 | 87.48 | 86.45 | 88.79 | 87.49 | 88.99 | 88.00 | 84.18 | 86.99 | 87.31 | 87.97 | 85.07 | 89.68 | 85.18 | 85.30 | 82.99 | 84.79 | 85.92 | 86.97 |
| 403 | 372 | 48 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 86.20 | 86.11 | 87.62 | 85.21 | 87.32 | 87.66 | 87.38 | 86.39 | 85.37 | 87.10 | 88.76 | 89.79 | 87.15 | 86.01 | 88.99 | 87.58 | 87.20 | 88.54 | 87.35 | 88.35 | 85.55 | 85.23 | 82.73 | 84.47 | 82.38 | 87.50 |
| 432 | 372 | 48 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 83.92 | 85.52 | 85.56 | 85.56 | 86.25 | 85.48 | 85.44 | 84.66 | 84.79 | 84.73 | 87.42 | 86.32 | 87.23 | 87.04 | 85.21 | 87.44 | 86.37 | 85.42 | 86.92 | 86.04 | 84.10 | 84.52 | 83.56 | 83.16 | 82.07 | 83.44 |
| 433 | 372 | 48 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.29 | 87.28 | 86.07 | 88.83 | 86.43 | 89.23 | 86.04 | 88.68 | 87.18 | 86.72 | 88.05 | 85.99 | 89.96 | 87.57 | 86.26 | 88.13 | 86.98 | 87.36 | 87.08 | 88.17 | 85.29 | 87.26 | 84.71 | 88.73 | 82.34 | 86.81 |
| 434 | 372 | 48 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 85.60 | 89.95 | 87.10 | 88.98 | 87.91 | 88.93 | 86.78 | 86.82 | 85.90 | 86.66 | 86.84 | 87.89 | 85.86 | 86.19 | 86.30 | 86.46 | 87.29 | 86.45 | 87.50 | 87.25 | 82.85 | 87.20 | 85.73 | 86.06 | 83.23 | 85.45 |
| 435 | 372 | 48 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 86.54 | 86.74 | 85.47 | 85.65 | 86.44 | 88.07 | 84.96 | 86.69 | 87.12 | 85.31 | 87.02 | 87.96 | 86.69 | 85.63 | 88.00 | 88.99 | 85.93 | 87.31 | 89.21 | 88.15 | 85.59 | 84.52 | 83.98 | 85.63 | 85.07 | 85.21 |
| 464 | 372 | 48 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 86.94 | 87.28 | 84.76 | 88.91 | 85.29 | 83.76 | 86.13 | 87.29 | 86.05 | 86.19 | 87.02 | 87.75 | 86.70 | 89.60 | 84.79 | 87.85 | 86.41 | 85.31 | 87.27 | 89.55 | 82.83 | 83.81 | 84.98 | 86.65 | 83.40 | 86.61 |
| 465 | 372 | 48 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 83.10 | 87.82 | 87.58 | 87.58 | 87.60 | 88.26 | 87.46 | 85.97 | 87.21 | 87.44 | 87.26 | 87.03 | 87.00 | 87.75 | 89.28 | 88.45 | 88.36 | 87.77 | 87.54 | 87.09 | 84.95 | 83.66 | 83.92 | 85.79 | 82.87 | 84.89 |
| 466 | 372 | 48 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.77 | 85.52 | 87.26 | 84.52 | 87.30 | 85.83 | 88.64 | 86.89 | 86.28 | 88.05 | 88.77 | 88.34 | 88.66 | 87.45 | 87.67 | 87.17 | 87.51 | 85.70 | 87.77 | 87.07 | 83.50 | 85.13 | 83.28 | 84.38 | 85.29 | 84.39 |
| 467 | 372 | 48 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 85.38 | 86.90 | 85.38 | 86.02 | 86.49 | 87.83 | 85.50 | 88.37 | 87.59 | 86.76 | 85.27 | 87.46 | 88.11 | 86.55 | 85.10 | 88.80 | 87.98 | 87.61 | 87.65 | 87.75 | 83.43 | 85.23 | 83.52 | 82.61 | 87.42 | 86.82 |
| 496 | 372 | 48 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 83.77 | 87.46 | 85.91 | 86.82 | 87.34 | 84.26 | 86.48 | 85.66 | 86.29 | 86.14 | 86.34 | 87.61 | 87.57 | 86.14 | 85.48 | 88.39 | 86.17 | 87.64 | 85.33 | 87.45 | 85.75 | 83.02 | 81.24 | 83.11 | 83.24 | 85.90 |
| 497 | 372 | 48 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 83.51 | 85.74 | 86.95 | 87.24 | 86.01 | 87.13 | 87.65 | 87.61 | 86.22 | 85.11 | 86.74 | 88.28 | 87.84 | 87.11 | 87.65 | 87.58 | 87.01 | 87.12 | 89.53 | 89.44 | 85.05 | 84.13 | 83.50 | 82.85 | 84.87 | 87.49 |
| 498 | 372 | 48 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.24 | 86.72 | 87.39 | 86.21 | 84.66 | 87.08 | 87.30 | 89.15 | 86.27 | 87.58 | 86.59 | 87.65 | 86.57 | 88.78 | 85.13 | 87.42 | 87.38 | 85.85 | 86.79 | 87.78 | 84.86 | 83.17 | 82.68 | 85.02 | 84.86 | 84.88 |
| 499 | 372 | 48 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 86.67 | 87.73 | 86.41 | 86.90 | 86.05 | 88.69 | 86.59 | 87.21 | 86.78 | 87.16 | 87.56 | 86.38 | 85.87 | 86.49 | 86.04 | 88.50 | 86.81 | 87.15 | 88.21 | 86.94 | 86.38 | 83.97 | 85.29 | 86.60 | 84.86 | 85.53 |
| 528 | 372 | 48 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 84.83 | 82.81 | 85.32 | 87.32 | 86.57 | 86.72 | 86.27 | 87.07 | 88.53 | 87.49 | 87.49 | 86.71 | 83.76 | 86.99 | 87.35 | 86.25 | 86.05 | 83.26 | 87.39 | 87.10 | 82.81 | 84.50 | 82.67 | 85.91 | 84.02 | 87.14 |
| 529 | 372 | 48 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.69 | 89.28 | 85.17 | 85.56 | 87.08 | 86.36 | 88.20 | 86.99 | 87.42 | 86.80 | 86.22 | 87.94 | 87.63 | 88.19 | 87.54 | 86.55 | 86.02 | 87.44 | 87.99 | 88.44 | 83.19 | 82.29 | 84.62 | 86.21 | 85.92 | 84.60 |
| 530 | 372 | 48 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 87.20 | 85.82 | 86.73 | 87.44 | 86.69 | 87.33 | 85.97 | 86.24 | 86.53 | 85.09 | 85.91 | 86.25 | 87.31 | 87.00 | 86.92 | 86.94 | 87.86 | 88.05 | 88.24 | 86.34 | 83.96 | 84.76 | 85.53 | 82.98 | 87.44 | 86.38 |
| 531 | 372 | 48 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 86.60 | 83.95 | 87.48 | 86.52 | 84.88 | 87.51 | 86.55 | 87.75 | 85.76 | 87.08 | 86.81 | 89.20 | 85.97 | 86.03 | 87.35 | 87.55 | 86.08 | 87.77 | 87.52 | 87.82 | 86.53 | 85.47 | 84.16 | 82.78 | 85.46 | 82.90 |
| 560 | 372 | 48 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 86.65 | 86.75 | 86.35 | 88.89 | 87.21 | 84.44 | 87.49 | 86.15 | 87.34 | 86.32 | 87.19 | 88.19 | 83.24 | 86.97 | 88.12 | 86.36 | 83.09 | 87.76 | 85.98 | 87.59 | 80.95 | 85.22 | 86.09 | 84.62 | 83.78 | 82.00 |
| 561 | 372 | 48 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.88 | 85.04 | 85.89 | 85.37 | 84.66 | 87.47 | 84.97 | 87.40 | 84.33 | 87.31 | 87.39 | 85.92 | 87.10 | 87.69 | 86.29 | 86.94 | 84.79 | 87.73 | 88.25 | 87.50 | 85.09 | 84.28 | 85.89 | 82.25 | 84.16 | 86.95 |
| 562 | 372 | 48 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.67 | 83.48 | 84.69 | 85.98 | 84.95 | 87.73 | 85.48 | 86.46 | 85.46 | 86.61 | 86.91 | 86.89 | 87.26 | 87.99 | 88.05 | 88.28 | 86.50 | 88.18 | 88.06 | 86.75 | 81.38 | 79.85 | 85.07 | 84.29 | 83.89 | 84.90 |
| 563 | 372 | 48 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 85.42 | 86.02 | 85.61 | 86.45 | 85.65 | 87.18 | 87.75 | 87.22 | 87.97 | 86.01 | 87.20 | 87.17 | 86.63 | 87.33 | 88.81 | 86.72 | 87.38 | 88.05 | 86.40 | 86.73 | 84.97 | 85.11 | 84.49 | 84.90 | 82.99 | 83.03 |
| 592 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.60 | 88.50 | 88.84 | 89.70 | 88.27 | 87.75 | 88.73 | 90.38 | 88.71 | 87.71 | 89.95 | 89.04 | 87.81 | 88.02 | 87.16 | 89.43 | 88.35 | 89.22 | 88.28 | 89.69 | 86.16 | 86.97 | 89.43 | 88.05 | 89.01 | 88.31 |
| 593 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.46 | 89.40 | 87.94 | 88.74 | 87.92 | 89.96 | 87.70 | 88.71 | 88.93 | 87.85 | 90.07 | 88.04 | 89.49 | 88.34 | 88.75 | 88.43 | 87.77 | 88.23 | 89.75 | 89.39 | 88.85 | 84.85 | 88.73 | 89.02 | 87.62 | 86.38 |
| 594 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.91 | 89.21 | 86.96 | 87.31 | 87.67 | 88.51 | 88.28 | 88.05 | 87.68 | 89.06 | 88.68 | 88.87 | 88.42 | 86.72 | 88.97 | 90.48 | 88.46 | 88.08 | 89.67 | 89.88 | 85.10 | 89.09 | 88.23 | 86.70 | 87.25 | 88.74 |
| 595 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.50 | 88.79 | 86.58 | 87.71 | 86.90 | 88.78 | 87.72 | 87.00 | 89.02 | 88.73 | 87.75 | 89.98 | 87.71 | 87.19 | 87.71 | 88.28 | 88.82 | 87.55 | 88.26 | 90.87 | 86.71 | 86.80 | 86.67 | 87.92 | 88.08 | 87.46 |
| 624 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.83 | 89.25 | 88.22 | 88.48 | 88.30 | 88.77 | 90.84 | 88.86 | 88.92 | 87.99 | 89.51 | 88.96 | 88.74 | 88.03 | 89.49 | 87.20 | 88.29 | 88.12 | 88.96 | 89.49 | 87.04 | 87.86 | 87.53 | 88.56 | 89.69 | 87.36 |
| 625 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.74 | 89.25 | 87.18 | 88.74 | 88.52 | 89.32 | 87.26 | 87.91 | 88.49 | 88.42 | 90.25 | 88.36 | 87.25 | 88.13 | 87.60 | 89.64 | 88.03 | 88.69 | 88.76 | 88.71 | 87.83 | 86.39 | 86.88 | 85.66 | 89.45 | 88.93 |
| 626 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.30 | 88.49 | 87.41 | 88.41 | 88.08 | 88.82 | 88.53 | 88.19 | 88.23 | 88.50 | 87.45 | 89.28 | 89.90 | 88.29 | 89.22 | 89.16 | 89.04 | 89.29 | 88.30 | 89.70 | 87.02 | 86.62 | 88.50 | 86.84 | 88.20 | 87.21 |
| 627 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.98 | 87.49 | 87.71 | 88.23 | 89.71 | 87.78 | 88.21 | 90.52 | 88.41 | 87.39 | 88.47 | 88.70 | 87.31 | 88.32 | 88.09 | 88.52 | 87.83 | 87.04 | 88.46 | 88.19 | 85.84 | 88.92 | 87.89 | 87.03 | 89.21 | 86.07 |
| 656 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.39 | 89.68 | 88.17 | 88.50 | 89.11 | 89.71 | 87.40 | 86.19 | 89.29 | 88.46 | 90.40 | 88.22 | 87.71 | 88.69 | 89.61 | 86.79 | 87.89 | 90.19 | 88.20 | 87.92 | 86.49 | 85.66 | 89.57 | 88.60 | 86.51 | 88.55 |
| 657 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.04 | 87.95 | 88.74 | 88.69 | 87.62 | 88.94 | 88.91 | 88.33 | 87.60 | 88.89 | 89.42 | 89.22 | 88.02 | 89.45 | 88.29 | 88.29 | 88.39 | 90.20 | 88.67 | 87.47 | 86.11 | 85.83 | 87.77 | 86.35 | 88.29 | 88.27 |
| 658 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.33 | 89.60 | 87.51 | 89.73 | 88.09 | 88.17 | 88.75 | 89.43 | 87.01 | 87.58 | 89.16 | 89.80 | 87.05 | 89.27 | 88.18 | 88.01 | 90.05 | 88.01 | 89.72 | 89.12 | 87.43 | 86.39 | 87.79 | 85.54 | 87.22 | 86.15 |
| 659 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.25 | 88.00 | 88.11 | 87.63 | 88.38 | 88.80 | 87.93 | 87.02 | 89.19 | 86.76 | 89.47 | 89.26 | 88.13 | 88.45 | 87.73 | 89.46 | 90.36 | 87.14 | 88.99 | 87.83 | 86.11 | 86.11 | 88.77 | 86.65 | 86.98 | 89.41 |
| 688 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.69 | 88.22 | 87.19 | 88.73 | 87.26 | 87.75 | 88.09 | 88.25 | 86.43 | 86.57 | 89.10 | 88.61 | 88.82 | 88.47 | 87.88 | 89.59 | 88.68 | 89.03 | 89.61 | 88.44 | 87.21 | 87.90 | 88.12 | 85.50 | 88.30 | 87.16 |
| 689 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.36 | 88.16 | 86.12 | 89.03 | 86.53 | 87.48 | 88.86 | 89.98 | 88.43 | 87.49 | 88.07 | 88.58 | 89.41 | 87.85 | 88.17 | 88.13 | 88.17 | 87.35 | 89.87 | 89.02 | 88.67 | 87.94 | 89.43 | 87.11 | 89.01 | 87.33 |
| 690 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.68 | 88.41 | 87.27 | 87.78 | 88.52 | 88.79 | 87.12 | 88.70 | 89.16 | 86.37 | 87.44 | 87.55 | 87.41 | 87.48 | 88.45 | 89.62 | 88.15 | 88.73 | 89.62 | 88.96 | 89.00 | 85.07 | 85.97 | 86.92 | 87.00 | 83.86 |
| 691 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.04 | 87.96 | 86.94 | 88.85 | 86.62 | 89.99 | 89.39 | 88.83 | 88.45 | 86.84 | 89.44 | 88.42 | 88.21 | 87.83 | 87.46 | 87.62 | 87.70 | 87.52 | 88.61 | 89.37 | 85.23 | 86.60 | 87.81 | 86.55 | 86.83 | 88.51 |
| 720 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.97 | 88.70 | 88.15 | 89.37 | 87.12 | 88.74 | 88.80 | 88.05 | 87.45 | 88.02 | 88.27 | 88.90 | 89.14 | 87.25 | 86.94 | 89.88 | 89.25 | 87.99 | 88.95 | 89.23 | 88.67 | 84.55 | 88.17 | 85.96 | 88.95 | 85.49 |
| 721 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.16 | 87.08 | 89.06 | 89.11 | 87.37 | 87.53 | 87.82 | 87.66 | 89.88 | 85.74 | 89.81 | 88.53 | 89.44 | 86.34 | 88.81 | 90.44 | 85.71 | 87.39 | 89.68 | 88.73 | 87.81 | 83.97 | 85.49 | 87.12 | 87.33 | 85.58 |
| 722 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.67 | 89.56 | 87.78 | 87.96 | 87.80 | 89.40 | 89.24 | 86.43 | 87.45 | 88.27 | 90.11 | 88.93 | 87.89 | 87.30 | 87.94 | 89.08 | 88.46 | 87.34 | 89.21 | 89.46 | 88.80 | 86.72 | 88.67 | 87.07 | 86.31 | 88.25 |
| 723 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.74 | 89.10 | 87.23 | 87.22 | 88.23 | 89.71 | 89.03 | 89.05 | 87.87 | 88.07 | 89.98 | 87.70 | 89.38 | 87.81 | 87.19 | 89.51 | 88.24 | 86.32 | 88.82 | 88.39 | 86.85 | 86.51 | 88.12 | 90.21 | 86.72 | 88.30 |
| 752 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.86 | 88.75 | 86.61 | 89.47 | 87.95 | 88.40 | 87.57 | 90.03 | 87.56 | 88.02 | 89.04 | 89.87 | 88.63 | 88.70 | 88.92 | 89.67 | 87.24 | 88.21 | 89.49 | 87.71 | 86.00 | 86.39 | 88.97 | 85.65 | 87.55 | 85.25 |
| 753 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.39 | 89.10 | 86.20 | 88.44 | 86.49 | 88.96 | 89.13 | 88.45 | 86.85 | 88.30 | 89.68 | 88.72 | 89.15 | 88.41 | 87.94 | 88.62 | 86.77 | 88.28 | 89.86 | 88.27 | 85.86 | 87.66 | 84.83 | 86.39 | 85.32 | 84.81 |
| 754 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.36 | 87.43 | 88.19 | 88.07 | 87.29 | 89.25 | 88.91 | 88.74 | 87.78 | 88.47 | 87.05 | 87.94 | 88.61 | 87.68 | 88.03 | 89.21 | 89.30 | 87.88 | 89.05 | 88.99 | 86.80 | 86.78 | 86.55 | 87.04 | 88.75 | 85.76 |
| 755 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.09 | 86.74 | 89.15 | 89.76 | 88.42 | 88.51 | 88.73 | 89.16 | 89.21 | 86.91 | 89.42 | 89.63 | 87.42 | 87.57 | 87.36 | 87.80 | 88.18 | 89.18 | 89.19 | 88.68 | 88.43 | 86.17 | 87.40 | 86.62 | 85.32 | 82.65 |
| 784 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.49 | 89.67 | 88.30 | 85.72 | 86.49 | 88.78 | 87.61 | 87.71 | 87.58 | 87.98 | 89.22 | 88.42 | 88.96 | 88.35 | 86.51 | 90.71 | 87.68 | 89.20 | 89.00 | 89.03 | 86.64 | 87.03 | 88.55 | 88.25 | 86.57 | 86.41 |
| 785 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.51 | 88.40 | 87.41 | 88.77 | 87.34 | 88.68 | 86.59 | 87.63 | 88.68 | 88.98 | 88.38 | 89.62 | 89.28 | 86.89 | 88.97 | 88.22 | 87.02 | 87.72 | 89.99 | 89.80 | 88.27 | 86.06 | 87.45 | 85.85 | 89.33 | 84.47 |
| 786 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.48 | 88.43 | 88.18 | 86.66 | 85.42 | 89.37 | 88.75 | 87.78 | 87.17 | 85.63 | 88.09 | 87.23 | 89.20 | 87.25 | 88.40 | 88.46 | 87.43 | 88.84 | 89.16 | 88.77 | 85.99 | 86.96 | 87.10 | 85.38 | 87.63 | 86.72 |
| 787 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.61 | 88.87 | 87.74 | 88.05 | 88.22 | 87.83 | 89.92 | 87.93 | 88.58 | 86.37 | 88.86 | 88.36 | 84.80 | 86.49 | 88.86 | 89.43 | 86.32 | 88.81 | 89.39 | 88.41 | 88.17 | 86.55 | 87.19 | 87.19 | 86.48 | 86.29 |
| 816 | 372 | 48 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 87.93 | 89.65 | 87.93 | 87.16 | 89.08 | 88.15 | 89.77 | 88.48 | 88.74 | 87.59 | 89.46 | 87.56 | 88.94 | 88.73 | 88.41 | 88.25 | 88.04 | 88.33 | 87.71 | 88.95 | 85.36 | 82.39 | 85.94 | 84.56 | 84.49 | 87.00 |
| 817 | 372 | 48 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.97 | 88.65 | 88.16 | 85.91 | 88.04 | 88.22 | 87.37 | 87.46 | 89.63 | 88.60 | 87.35 | 89.64 | 89.65 | 89.01 | 88.53 | 87.67 | 86.67 | 88.40 | 86.58 | 88.65 | 85.29 | 84.80 | 87.61 | 86.44 | 88.23 | 86.60 |
| 818 | 372 | 48 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.71 | 88.15 | 86.33 | 87.49 | 88.23 | 88.59 | 89.47 | 88.03 | 89.05 | 86.60 | 89.50 | 88.44 | 87.41 | 86.70 | 87.87 | 87.97 | 86.53 | 88.53 | 89.64 | 89.45 | 84.85 | 86.31 | 88.61 | 86.53 | 86.26 | 87.08 |
| 819 | 372 | 48 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 86.18 | 88.79 | 87.45 | 88.05 | 88.31 | 88.26 | 85.65 | 88.77 | 87.70 | 88.41 | 88.65 | 88.59 | 88.02 | 88.29 | 89.69 | 88.46 | 88.69 | 86.19 | 88.92 | 89.64 | 86.54 | 86.26 | 86.79 | 87.69 | 87.03 | 84.19 |
| 848 | 372 | 48 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 87.95 | 85.40 | 87.12 | 85.95 | 88.09 | 89.67 | 88.32 | 86.57 | 87.89 | 86.96 | 88.66 | 87.88 | 88.62 | 87.27 | 88.24 | 88.29 | 88.35 | 87.47 | 89.87 | 87.20 | 86.51 | 86.13 | 88.08 | 85.90 | 86.44 | 85.65 |
| 849 | 372 | 48 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 87.53 | 87.91 | 87.54 | 87.88 | 87.69 | 88.02 | 87.64 | 88.19 | 88.27 | 86.48 | 88.57 | 89.41 | 89.00 | 86.44 | 86.33 | 89.44 | 88.35 | 88.94 | 89.71 | 88.36 | 84.06 | 86.42 | 86.34 | 84.71 | 84.44 | 84.91 |
| 850 | 372 | 48 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 86.25 | 85.62 | 88.09 | 88.98 | 86.94 | 89.04 | 86.13 | 86.54 | 87.24 | 87.36 | 89.54 | 88.57 | 86.54 | 86.43 | 86.59 | 87.40 | 88.44 | 87.30 | 89.06 | 87.74 | 85.17 | 87.53 | 86.50 | 86.76 | 86.07 | 85.20 |
| 851 | 372 | 48 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 83.67 | 87.45 | 86.92 | 86.60 | 87.71 | 89.00 | 87.59 | 88.09 | 87.21 | 87.71 | 88.30 | 88.66 | 87.37 | 86.82 | 88.10 | 87.82 | 87.47 | 88.48 | 89.37 | 86.80 | 85.67 | 86.44 | 87.21 | 85.81 | 87.79 | 86.77 |
| 880 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.23 | 89.01 | 86.20 | 89.37 | 88.35 | 89.75 | 88.45 | 88.43 | 88.41 | 88.25 | 89.38 | 88.67 | 87.98 | 87.85 | 87.37 | 89.46 | 87.92 | 89.49 | 89.68 | 88.69 | 88.05 | 87.98 | 87.91 | 87.29 | 87.62 | 87.76 |
| 881 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.81 | 88.57 | 87.13 | 87.27 | 87.29 | 89.47 | 88.33 | 88.86 | 87.06 | 87.34 | 89.51 | 88.43 | 90.39 | 88.03 | 87.27 | 88.08 | 89.45 | 89.05 | 89.54 | 88.30 | 87.53 | 85.36 | 87.72 | 85.23 | 90.05 | 87.44 |
| 882 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.07 | 88.11 | 87.84 | 88.53 | 87.75 | 89.28 | 87.39 | 88.51 | 87.40 | 87.78 | 88.40 | 89.16 | 88.02 | 86.50 | 88.90 | 89.76 | 88.14 | 88.56 | 88.87 | 88.65 | 86.55 | 85.49 | 88.71 | 88.40 | 88.92 | 86.83 |
| 883 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.30 | 87.69 | 87.93 | 89.28 | 89.64 | 88.61 | 87.96 | 87.01 | 87.46 | 88.00 | 89.10 | 89.21 | 89.38 | 88.28 | 87.80 | 88.04 | 88.05 | 87.96 | 90.25 | 90.14 | 89.06 | 86.64 | 89.14 | 89.09 | 88.90 | 88.93 |
| 912 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.13 | 89.36 | 87.28 | 86.26 | 87.91 | 88.96 | 87.25 | 89.23 | 87.64 | 88.59 | 89.78 | 89.69 | 88.81 | 88.03 | 89.17 | 89.24 | 87.58 | 88.98 | 89.99 | 89.73 | 87.82 | 86.06 | 88.19 | 88.47 | 89.23 | 87.64 |
| 913 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.45 | 88.85 | 87.32 | 87.43 | 87.78 | 89.90 | 88.00 | 87.85 | 86.90 | 87.77 | 89.95 | 89.25 | 88.41 | 88.29 | 88.87 | 88.68 | 87.15 | 88.06 | 88.87 | 89.93 | 85.42 | 85.57 | 88.53 | 86.95 | 86.62 | 87.89 |
| 914 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.61 | 88.39 | 87.05 | 88.62 | 88.04 | 87.77 | 88.73 | 89.97 | 88.32 | 87.08 | 88.74 | 90.18 | 89.95 | 89.03 | 87.94 | 89.49 | 87.60 | 88.50 | 89.41 | 89.90 | 86.96 | 87.09 | 89.17 | 85.81 | 86.65 | 86.22 |
| 915 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.48 | 87.95 | 87.70 | 89.71 | 88.05 | 89.39 | 88.79 | 88.47 | 87.45 | 87.89 | 87.77 | 88.84 | 88.99 | 87.31 | 87.39 | 89.33 | 85.69 | 88.78 | 89.98 | 89.34 | 88.66 | 86.85 | 87.48 | 85.75 | 84.87 | 85.86 |
| 944 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.13 | 86.27 | 88.88 | 88.37 | 87.65 | 89.47 | 87.71 | 88.04 | 88.59 | 88.31 | 87.66 | 88.91 | 88.57 | 87.90 | 89.23 | 89.69 | 88.20 | 89.59 | 89.63 | 88.66 | 87.55 | 87.03 | 88.05 | 86.29 | 89.09 | 86.88 |
| 945 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.84 | 89.49 | 90.43 | 88.18 | 88.42 | 89.03 | 87.39 | 88.30 | 88.86 | 85.99 | 89.92 | 90.73 | 87.73 | 87.87 | 87.46 | 88.47 | 88.21 | 88.20 | 90.00 | 88.59 | 85.96 | 88.46 | 89.49 | 86.61 | 86.70 | 86.30 |
| 946 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.53 | 88.48 | 87.75 | 87.74 | 88.83 | 88.01 | 88.02 | 86.36 | 88.94 | 86.79 | 90.40 | 89.74 | 87.46 | 88.64 | 87.36 | 87.59 | 88.83 | 87.32 | 87.44 | 90.16 | 86.17 | 86.82 | 87.62 | 88.85 | 87.25 | 85.43 |
| 947 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.89 | 88.44 | 87.91 | 87.03 | 87.66 | 90.21 | 88.65 | 87.63 | 88.21 | 87.99 | 89.28 | 89.77 | 89.53 | 88.33 | 88.04 | 88.78 | 87.42 | 90.00 | 88.57 | 89.16 | 87.37 | 88.50 | 87.27 | 85.68 | 86.66 | 87.13 |
| 976 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.58 | 87.89 | 87.54 | 88.29 | 88.79 | 88.90 | 88.41 | 89.25 | 89.06 | 87.39 | 89.15 | 88.28 | 88.98 | 87.28 | 87.66 | 89.18 | 89.29 | 88.44 | 88.93 | 90.06 | 87.99 | 86.81 | 88.34 | 86.71 | 86.91 | 85.33 |
| 977 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.26 | 87.68 | 87.31 | 87.65 | 88.00 | 89.02 | 88.33 | 88.03 | 87.71 | 87.49 | 89.10 | 90.34 | 88.42 | 87.64 | 87.61 | 87.73 | 87.32 | 88.15 | 88.45 | 89.39 | 86.92 | 87.49 | 87.10 | 87.69 | 88.40 | 87.77 |
| 978 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.87 | 89.52 | 87.77 | 87.19 | 88.46 | 89.67 | 88.19 | 87.50 | 86.87 | 87.82 | 88.24 | 88.27 | 87.87 | 88.30 | 87.74 | 88.01 | 86.92 | 89.06 | 89.16 | 87.78 | 87.18 | 86.64 | 87.67 | 84.56 | 87.53 | 87.43 |
| 979 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.73 | 88.76 | 88.15 | 89.64 | 87.76 | 88.15 | 87.46 | 87.76 | 87.99 | 86.21 | 89.50 | 90.66 | 89.47 | 87.83 | 88.39 | 88.48 | 89.12 | 87.80 | 88.96 | 89.10 | 85.88 | 85.90 | 87.78 | 86.63 | 87.55 | 87.42 |
| 1008 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 89.00 | 86.86 | 87.42 | 86.78 | 88.14 | 88.63 | 88.67 | 89.14 | 88.37 | 87.75 | 88.49 | 88.14 | 88.69 | 88.41 | 87.99 | 89.42 | 87.16 | 89.37 | 89.96 | 88.86 | 87.09 | 87.74 | 88.44 | 85.94 | 85.62 | 88.28 |
| 1009 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.78 | 89.64 | 88.39 | 88.94 | 87.73 | 88.24 | 86.87 | 88.24 | 88.04 | 86.43 | 88.65 | 89.88 | 87.59 | 86.32 | 86.70 | 88.69 | 88.31 | 87.79 | 88.05 | 89.57 | 85.43 | 84.97 | 88.43 | 87.39 | 85.69 | 85.65 |
| 1010 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.62 | 87.12 | 86.31 | 87.73 | 87.96 | 89.50 | 88.90 | 88.96 | 88.16 | 87.96 | 88.42 | 88.62 | 90.14 | 87.26 | 88.51 | 87.77 | 89.45 | 88.04 | 88.68 | 90.33 | 86.26 | 87.88 | 86.87 | 85.65 | 87.62 | 85.66 |
| 1011 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.88 | 86.86 | 88.20 | 89.53 | 86.20 | 88.37 | 88.68 | 89.35 | 87.41 | 87.98 | 87.66 | 89.11 | 88.83 | 88.51 | 88.73 | 88.26 | 87.86 | 88.91 | 89.50 | 89.43 | 86.05 | 86.23 | 88.97 | 85.40 | 87.59 | 84.56 |
| 1040 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.85 | 88.99 | 87.44 | 88.05 | 86.97 | 88.68 | 87.28 | 89.95 | 87.92 | 87.89 | 87.97 | 87.46 | 89.39 | 87.53 | 88.23 | 87.60 | 86.92 | 88.73 | 88.20 | 90.09 | 90.22 | 86.83 | 89.66 | 86.45 | 85.89 | 86.32 |
| 1041 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.79 | 88.99 | 86.78 | 87.83 | 88.48 | 88.44 | 88.43 | 89.34 | 88.32 | 87.79 | 88.75 | 89.69 | 87.31 | 90.30 | 89.11 | 88.73 | 88.62 | 88.01 | 90.02 | 89.02 | 88.07 | 87.04 | 87.65 | 85.24 | 86.86 | 87.37 |
| 1042 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.05 | 88.71 | 89.14 | 87.66 | 87.95 | 88.18 | 88.01 | 88.70 | 87.81 | 88.22 | 87.55 | 88.82 | 88.12 | 87.52 | 87.24 | 88.43 | 89.48 | 87.81 | 90.24 | 89.62 | 86.11 | 87.41 | 88.23 | 86.47 | 86.61 | 88.08 |
| 1043 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.13 | 89.57 | 87.28 | 88.19 | 88.31 | 89.92 | 87.48 | 89.11 | 87.70 | 87.25 | 89.40 | 89.47 | 89.57 | 86.85 | 88.63 | 88.78 | 88.31 | 88.08 | 88.84 | 89.09 | 89.22 | 89.45 | 88.37 | 85.15 | 85.28 | 86.25 |
| 1072 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.92 | 88.78 | 87.44 | 88.38 | 86.61 | 88.88 | 88.28 | 88.22 | 87.10 | 87.43 | 88.05 | 88.62 | 88.01 | 87.35 | 88.09 | 88.35 | 87.63 | 87.86 | 88.83 | 87.51 | 86.27 | 86.40 | 86.96 | 88.30 | 90.38 | 86.66 |
| 1073 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 86.54 | 88.62 | 88.51 | 87.11 | 87.32 | 89.29 | 87.57 | 87.08 | 88.66 | 86.66 | 87.19 | 88.38 | 87.92 | 86.83 | 87.84 | 88.42 | 89.15 | 87.75 | 85.57 | 88.01 | 86.61 | 85.02 | 86.80 | 85.62 | 87.48 | 86.94 |
| 1074 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 87.35 | 88.03 | 86.22 | 87.30 | 87.95 | 87.34 | 85.99 | 87.61 | 87.64 | 85.98 | 88.12 | 88.34 | 89.21 | 88.61 | 88.08 | 89.67 | 86.31 | 87.88 | 88.04 | 89.93 | 85.90 | 87.11 | 89.20 | 87.80 | 88.41 | 88.79 |
| 1075 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 87.83 | 89.47 | 86.95 | 89.02 | 85.61 | 88.82 | 87.38 | 88.27 | 88.31 | 87.46 | 87.33 | 89.33 | 89.15 | 88.38 | 87.97 | 88.58 | 87.08 | 87.72 | 88.89 | 88.28 | 86.89 | 84.60 | 86.38 | 87.15 | 88.83 | 86.29 |
| 1104 | 372 | 48 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 88.80 | 87.76 | 88.62 | 86.34 | 87.82 | 88.07 | 87.94 | 87.07 | 87.46 | 87.19 | 89.40 | 88.88 | 87.70 | 87.69 | 86.68 | 88.25 | 87.31 | 88.24 | 87.91 | 88.17 | 86.34 | 85.04 | 87.68 | 83.83 | 88.14 | 86.14 |
| 1105 | 372 | 48 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.58 | 87.90 | 87.35 | 87.56 | 87.32 | 88.06 | 88.05 | 87.20 | 88.68 | 87.67 | 89.33 | 89.90 | 87.71 | 87.49 | 87.83 | 87.59 | 87.79 | 88.00 | 88.84 | 88.57 | 86.30 | 86.61 | 86.88 | 86.07 | 85.85 | 83.39 |
| 1106 | 372 | 48 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 88.39 | 86.87 | 88.65 | 86.82 | 88.89 | 89.51 | 85.86 | 88.70 | 87.89 | 87.01 | 87.28 | 89.89 | 88.76 | 86.76 | 86.74 | 88.94 | 87.69 | 86.71 | 88.46 | 89.43 | 85.49 | 85.91 | 88.39 | 86.99 | 89.04 | 86.56 |
| 1107 | 372 | 48 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.56 | 89.18 | 87.83 | 89.80 | 88.53 | 89.14 | 87.31 | 87.43 | 87.97 | 89.12 | 88.21 | 86.76 | 89.37 | 87.11 | 88.63 | 90.16 | 87.80 | 88.14 | 88.65 | 88.54 | 87.78 | 86.87 | 88.24 | 86.08 | 86.55 | 84.51 |
| 1136 | 372 | 48 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 88.17 | 86.85 | 89.75 | 87.33 | 87.55 | 88.09 | 88.48 | 87.03 | 86.51 | 87.96 | 87.49 | 88.89 | 89.11 | 84.04 | 86.02 | 86.19 | 86.87 | 87.35 | 87.72 | 88.33 | 84.90 | 84.42 | 89.17 | 85.21 | 87.26 | 85.11 |
| 1137 | 372 | 48 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.69 | 87.14 | 86.87 | 85.73 | 87.36 | 87.96 | 88.45 | 87.30 | 85.45 | 86.55 | 89.10 | 87.56 | 88.60 | 86.56 | 87.97 | 88.98 | 86.81 | 90.24 | 88.55 | 89.00 | 82.04 | 85.85 | 84.67 | 86.93 | 83.39 | 87.87 |
| 1138 | 372 | 48 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 87.52 | 87.67 | 89.05 | 88.33 | 87.40 | 88.96 | 88.21 | 87.51 | 87.22 | 86.33 | 88.40 | 88.35 | 87.11 | 87.79 | 88.44 | 88.44 | 86.79 | 88.17 | 89.54 | 88.08 | 87.81 | 86.03 | 87.63 | 85.56 | 86.17 | 87.08 |
| 1139 | 372 | 48 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 86.06 | 88.82 | 89.16 | 87.34 | 88.14 | 89.20 | 88.94 | 89.50 | 88.29 | 87.87 | 86.74 | 89.24 | 87.87 | 86.71 | 87.48 | 88.42 | 86.55 | 87.27 | 87.48 | 90.48 | 85.72 | 85.25 | 86.75 | 87.29 | 86.93 | 85.64 |
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 16 | 372 | 48 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.60 | 89.36 | 89.82 | 87.84 | 90.03 | 90.43 | 87.54 | 88.15 | 87.81 | 89.41 | 90.68 | 88.86 | 89.65 | 92.02 | 86.08 | 89.97 | 91.27 | 90.44 | 88.64 | 88.41 | 87.97 | 88.25 | 91.58 | 88.59 | 89.37 | 88.03 |
| 17 | 372 | 48 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.64 | 92.77 | 91.87 | 88.97 | 93.17 | 89.31 | 85.16 | 90.00 | 90.29 | 87.63 | 89.91 | 89.61 | 89.42 | 92.77 | 89.45 | 89.82 | 90.77 | 89.55 | 89.03 | 90.86 | 91.87 | 89.51 | 89.72 | 88.17 | 88.49 | 88.15 |
| 18 | 372 | 48 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.26 | 90.00 | 88.82 | 90.09 | 92.25 | 91.05 | 88.78 | 92.03 | 92.95 | 88.56 | 91.47 | 90.29 | 92.04 | 92.47 | 90.55 | 91.77 | 89.43 | 90.58 | 91.14 | 89.28 | 90.15 | 91.54 | 90.69 | 89.68 | 89.26 | 91.22 |
| 19 | 372 | 48 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 24.42 | 90.39 | 89.94 | 90.59 | 89.97 | 91.04 | 89.92 | 91.62 | 92.69 | 88.78 | 90.91 | 91.00 | 91.37 | 90.77 | 88.66 | 90.71 | 24.42 | 88.81 | 90.53 | 90.88 | 90.54 | 89.38 | 91.44 | 90.91 | 92.50 | 24.42 |
| 48 | 372 | 48 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.36 | 90.67 | 90.86 | 92.14 | 84.91 | 89.79 | 88.19 | 87.06 | 92.83 | 89.41 | 90.65 | 90.48 | 89.92 | 90.70 | 89.14 | 89.78 | 90.92 | 90.78 | 88.93 | 90.36 | 91.81 | 89.03 | 89.25 | 89.98 | 90.41 | 89.28 |
| 49 | 372 | 48 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.90 | 90.84 | 91.56 | 90.97 | 91.09 | 90.08 | 92.36 | 90.11 | 90.13 | 89.76 | 91.51 | 89.75 | 91.23 | 90.29 | 89.45 | 92.15 | 90.99 | 88.84 | 89.50 | 92.96 | 89.35 | 91.16 | 91.11 | 89.25 | 89.98 | 89.46 |
| 50 | 372 | 48 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.05 | 90.41 | 92.42 | 88.31 | 91.07 | 90.80 | 92.15 | 90.50 | 88.73 | 91.87 | 89.63 | 90.30 | 90.94 | 91.52 | 88.87 | 91.08 | 89.20 | 88.11 | 92.23 | 91.09 | 88.06 | 87.28 | 90.25 | 90.82 | 91.29 | 89.98 |
| 51 | 372 | 48 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 93.29 | 89.14 | 92.23 | 89.83 | 91.63 | 93.20 | 90.57 | 90.13 | 89.64 | 88.69 | 91.64 | 89.59 | 91.14 | 89.77 | 89.81 | 90.65 | 90.74 | 90.68 | 91.76 | 90.62 | 89.56 | 90.45 | 90.23 | 90.66 | 90.94 | 92.76 |
| 80 | 372 | 48 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 92.20 | 92.76 | 90.75 | 90.46 | 89.98 | 89.70 | 91.11 | 90.95 | 90.77 | 87.73 | 89.94 | 91.44 | 91.39 | 88.89 | 91.12 | 90.18 | 91.19 | 89.71 | 90.09 | 91.41 | 91.61 | 89.28 | 87.59 | 87.77 | 91.01 | 89.08 |
| 81 | 372 | 48 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 84.97 | 90.16 | 92.32 | 90.48 | 88.43 | 91.45 | 91.06 | 87.51 | 90.89 | 90.38 | 90.17 | 91.48 | 88.77 | 90.13 | 90.78 | 91.27 | 92.45 | 92.38 | 89.93 | 88.52 | 91.03 | 90.55 | 91.10 | 91.09 | 89.36 | 89.55 |
| 82 | 372 | 48 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.97 | 91.51 | 88.20 | 89.28 | 90.39 | 88.07 | 91.96 | 89.52 | 92.49 | 90.85 | 93.11 | 90.61 | 91.73 | 90.31 | 90.12 | 90.68 | 91.38 | 91.58 | 91.29 | 89.41 | 90.55 | 92.63 | 88.94 | 91.08 | 88.47 | 87.96 |
| 83 | 372 | 48 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 92.53 | 92.77 | 91.72 | 92.05 | 89.23 | 91.06 | 93.01 | 90.83 | 90.02 | 89.35 | 91.96 | 91.68 | 90.67 | 90.58 | 89.74 | 90.82 | 89.10 | 89.54 | 90.28 | 92.06 | 88.91 | 90.62 | 89.45 | 88.23 | 92.81 | 88.74 |
| 112 | 372 | 48 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 89.00 | 88.88 | 91.19 | 88.20 | 93.29 | 90.41 | 86.20 | 89.26 | 89.95 | 90.22 | 90.71 | 88.56 | 90.72 | 90.03 | 89.21 | 89.39 | 88.80 | 89.14 | 91.29 | 89.96 | 90.35 | 88.25 | 90.42 | 88.69 | 90.79 | 91.08 |
| 113 | 372 | 48 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.56 | 90.89 | 92.80 | 90.89 | 92.74 | 90.70 | 91.45 | 89.75 | 90.09 | 89.26 | 88.24 | 90.88 | 91.13 | 89.19 | 89.79 | 89.88 | 90.41 | 90.22 | 91.64 | 90.88 | 91.54 | 91.86 | 91.87 | 90.38 | 88.26 | 89.44 |
| 114 | 372 | 48 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 91.68 | 90.83 | 89.95 | 88.72 | 91.90 | 90.55 | 89.84 | 91.54 | 91.95 | 90.70 | 89.73 | 87.77 | 93.23 | 88.47 | 86.26 | 90.16 | 90.16 | 89.37 | 89.43 | 89.65 | 91.46 | 89.81 | 90.69 | 88.73 | 91.91 | 88.62 |
| 115 | 372 | 48 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 92.64 | 91.76 | 93.24 | 89.82 | 90.15 | 88.30 | 91.32 | 89.65 | 90.20 | 89.36 | 90.77 | 93.05 | 90.83 | 89.97 | 91.78 | 90.61 | 91.37 | 89.76 | 90.12 | 90.87 | 91.13 | 89.08 | 92.58 | 89.16 | 89.33 | 92.51 |
| 144 | 372 | 48 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 90.59 | 87.07 | 89.36 | 88.76 | 89.89 | 90.27 | 90.65 | 91.49 | 88.70 | 89.92 | 89.29 | 88.88 | 91.07 | 87.82 | 89.41 | 90.30 | 89.92 | 89.68 | 91.90 | 92.02 | 89.53 | 90.57 | 89.89 | 89.19 | 85.82 | 91.55 |
| 145 | 372 | 48 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 92.15 | 89.83 | 93.00 | 90.37 | 90.79 | 89.82 | 91.51 | 90.31 | 89.38 | 90.24 | 89.16 | 91.80 | 91.38 | 89.53 | 89.49 | 91.10 | 90.46 | 91.86 | 92.76 | 91.71 | 89.68 | 88.84 | 90.00 | 87.84 | 89.40 | 91.32 |
| 146 | 372 | 48 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 91.21 | 90.55 | 92.96 | 92.14 | 90.63 | 91.24 | 89.69 | 92.29 | 93.08 | 90.11 | 90.51 | 91.07 | 91.21 | 90.37 | 88.55 | 90.25 | 89.82 | 90.09 | 92.99 | 90.03 | 91.00 | 90.15 | 91.84 | 89.25 | 89.34 | 86.46 |
| 147 | 372 | 48 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 93.18 | 92.70 | 92.07 | 90.85 | 91.58 | 91.41 | 92.28 | 92.67 | 92.11 | 90.91 | 90.37 | 92.00 | 93.60 | 91.41 | 88.16 | 91.88 | 89.36 | 89.48 | 92.16 | 90.07 | 92.34 | 91.12 | 90.22 | 89.82 | 88.30 | 91.11 |
| 176 | 372 | 48 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 91.06 | 89.78 | 90.79 | 89.96 | 90.85 | 89.18 | 90.10 | 86.76 | 89.68 | 90.26 | 91.72 | 88.00 | 93.69 | 87.40 | 89.10 | 89.57 | 92.72 | 88.05 | 91.24 | 92.91 | 90.23 | 90.53 | 90.65 | 88.49 | 87.80 | 88.49 |
| 177 | 372 | 48 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 91.94 | 93.12 | 93.11 | 92.98 | 92.63 | 93.09 | 91.62 | 92.97 | 93.19 | 90.26 | 88.16 | 90.87 | 92.08 | 92.68 | 89.86 | 92.63 | 93.49 | 92.13 | 93.53 | 88.13 | 90.42 | 91.31 | 91.01 | 91.15 | 91.56 | 90.70 |
| 178 | 372 | 48 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.45 | 93.21 | 91.96 | 89.72 | 92.90 | 90.70 | 90.02 | 88.44 | 91.52 | 88.72 | 88.66 | 89.79 | 91.42 | 90.69 | 92.33 | 91.01 | 93.95 | 90.84 | 88.72 | 90.92 | 90.69 | 89.52 | 91.14 | 90.14 | 90.16 | 89.95 |
| 179 | 372 | 48 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 91.67 | 91.78 | 93.22 | 92.29 | 92.81 | 92.55 | 89.31 | 90.77 | 90.07 | 91.29 | 92.60 | 91.80 | 89.58 | 90.35 | 87.96 | 90.69 | 92.17 | 91.20 | 90.03 | 93.61 | 92.35 | 90.88 | 93.23 | 87.18 | 90.93 | 90.48 |
| 208 | 372 | 48 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 90.55 | 93.06 | 90.04 | 91.03 | 90.27 | 89.91 | 90.64 | 90.69 | 90.13 | 88.79 | 88.02 | 90.06 | 90.17 | 90.64 | 89.92 | 93.25 | 91.09 | 89.60 | 91.01 | 91.66 | 90.23 | 89.63 | 91.95 | 89.31 | 91.72 | 92.91 |
| 209 | 372 | 48 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 90.76 | 90.95 | 91.67 | 93.33 | 88.22 | 90.29 | 90.16 | 89.21 | 90.21 | 89.17 | 92.43 | 91.55 | 90.87 | 90.28 | 90.16 | 90.83 | 89.09 | 87.32 | 91.63 | 91.58 | 91.49 | 90.41 | 94.46 | 88.87 | 89.90 | 89.12 |
| 210 | 372 | 48 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 90.71 | 88.83 | 89.75 | 91.34 | 87.36 | 91.31 | 88.59 | 90.44 | 90.02 | 90.21 | 89.77 | 90.39 | 89.09 | 90.69 | 90.63 | 89.23 | 89.71 | 91.16 | 88.99 | 90.65 | 90.66 | 88.25 | 91.79 | 89.60 | 87.46 | 88.97 |
| 211 | 372 | 48 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 91.77 | 90.45 | 91.80 | 90.29 | 90.49 | 90.99 | 90.29 | 89.58 | 92.03 | 90.98 | 88.78 | 89.84 | 90.90 | 90.57 | 88.24 | 92.92 | 90.31 | 87.04 | 90.61 | 91.14 | 89.99 | 89.69 | 92.85 | 90.08 | 91.29 | 88.36 |
| 240 | 372 | 48 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 89.48 | 90.08 | 89.86 | 88.96 | 91.46 | 88.99 | 90.77 | 90.07 | 90.55 | 90.74 | 90.20 | 88.32 | 89.23 | 91.14 | 91.05 | 89.98 | 91.88 | 91.24 | 91.15 | 89.93 | 89.10 | 90.62 | 90.85 | 89.45 | 87.72 | 90.56 |
| 241 | 372 | 48 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 91.42 | 89.98 | 92.35 | 92.10 | 89.46 | 90.00 | 91.67 | 88.45 | 90.95 | 92.06 | 90.75 | 91.20 | 90.44 | 89.05 | 90.82 | 92.20 | 91.17 | 88.70 | 92.43 | 90.33 | 90.67 | 89.73 | 92.08 | 92.52 | 92.22 | 91.48 |
| 242 | 372 | 48 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 91.19 | 88.68 | 89.88 | 91.20 | 92.72 | 90.60 | 91.95 | 89.21 | 91.00 | 89.02 | 90.77 | 88.08 | 90.83 | 91.21 | 89.49 | 90.07 | 90.10 | 90.12 | 90.98 | 89.46 | 90.74 | 90.80 | 89.42 | 88.59 | 90.75 | 90.17 |
| 243 | 372 | 48 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.09 | 89.67 | 88.83 | 88.87 | 91.40 | 90.34 | 91.31 | 90.79 | 90.82 | 88.28 | 89.51 | 89.41 | 91.57 | 91.33 | 87.77 | 90.44 | 90.55 | 90.94 | 90.68 | 90.64 | 89.92 | 90.86 | 91.79 | 90.28 | 87.85 | 89.89 |
| 272 | 372 | 48 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 90.58 | 89.07 | 91.29 | 91.29 | 90.80 | 89.13 | 90.57 | 87.94 | 89.49 | 92.13 | 90.49 | 91.49 | 89.95 | 87.75 | 87.83 | 89.66 | 89.23 | 89.38 | 90.92 | 92.16 | 91.93 | 89.24 | 87.49 | 90.33 | 87.65 | 89.21 |
| 273 | 372 | 48 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 91.15 | 91.32 | 92.01 | 92.00 | 91.65 | 91.04 | 90.68 | 90.35 | 89.58 | 89.99 | 90.09 | 89.74 | 90.30 | 91.26 | 89.54 | 89.86 | 91.75 | 91.34 | 90.13 | 91.40 | 88.88 | 88.34 | 91.04 | 90.12 | 90.97 | 88.14 |
| 274 | 372 | 48 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 90.35 | 91.84 | 88.26 | 90.79 | 91.76 | 89.80 | 89.33 | 88.72 | 91.07 | 90.91 | 91.28 | 87.37 | 90.27 | 88.82 | 91.36 | 91.60 | 91.48 | 91.93 | 90.11 | 90.39 | 88.68 | 88.59 | 90.70 | 87.63 | 90.79 | 89.88 |
| 275 | 372 | 48 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 91.58 | 90.82 | 90.52 | 89.70 | 91.41 | 88.79 | 89.36 | 90.78 | 91.34 | 90.75 | 91.85 | 90.98 | 91.38 | 88.95 | 90.98 | 90.95 | 91.40 | 89.73 | 91.40 | 91.96 | 90.07 | 89.51 | 89.75 | 90.60 | 92.43 | 90.54 |
| 304 | 372 | 48 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.46 | 90.30 | 89.63 | 90.25 | 87.48 | 89.07 | 90.38 | 89.48 | 90.59 | 89.71 | 91.18 | 88.17 | 90.34 | 87.92 | 88.78 | 87.80 | 89.47 | 89.74 | 88.95 | 87.86 | 87.98 | 90.86 | 89.72 | 90.90 | 90.79 | 89.81 |
| 305 | 372 | 48 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.99 | 92.56 | 91.25 | 88.67 | 90.52 | 91.45 | 88.99 | 91.12 | 90.69 | 87.77 | 91.97 | 89.82 | 91.58 | 87.39 | 87.23 | 90.95 | 89.08 | 90.64 | 91.44 | 91.35 | 90.93 | 89.67 | 91.11 | 87.15 | 90.78 | 88.01 |
| 306 | 372 | 48 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.32 | 90.33 | 90.55 | 89.65 | 87.15 | 90.49 | 90.04 | 88.51 | 86.74 | 86.34 | 90.08 | 90.23 | 88.69 | 89.57 | 89.71 | 89.66 | 87.39 | 88.46 | 91.09 | 88.65 | 89.10 | 89.32 | 90.02 | 90.88 | 88.51 | 87.42 |
| 307 | 372 | 48 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.65 | 91.31 | 91.31 | 88.58 | 88.58 | 91.00 | 89.10 | 88.73 | 88.34 | 86.69 | 91.51 | 89.87 | 88.86 | 90.02 | 87.78 | 91.96 | 91.99 | 91.90 | 91.42 | 91.47 | 91.52 | 90.55 | 89.60 | 89.77 | 89.47 | 89.17 |
| 336 | 372 | 48 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.87 | 88.83 | 91.77 | 90.32 | 92.30 | 88.40 | 90.09 | 92.42 | 92.06 | 91.58 | 89.46 | 90.03 | 88.74 | 91.77 | 91.00 | 88.15 | 91.29 | 91.60 | 92.03 | 89.97 | 88.27 | 90.34 | 89.58 | 90.92 | 89.27 | 88.09 |
| 337 | 372 | 48 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.65 | 90.79 | 92.49 | 92.31 | 93.78 | 88.81 | 91.83 | 93.22 | 93.18 | 92.78 | 90.97 | 89.99 | 91.87 | 90.66 | 91.88 | 89.88 | 91.47 | 89.59 | 93.03 | 93.56 | 91.83 | 90.89 | 91.37 | 90.19 | 91.34 | 90.55 |
| 338 | 372 | 48 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.62 | 90.90 | 94.03 | 88.95 | 93.14 | 88.81 | 88.97 | 90.57 | 89.57 | 89.37 | 89.66 | 91.42 | 89.99 | 89.19 | 90.11 | 90.23 | 91.80 | 90.23 | 88.28 | 91.87 | 91.34 | 91.68 | 92.54 | 91.49 | 89.17 | 89.56 |
| 339 | 372 | 48 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.66 | 92.24 | 91.12 | 91.71 | 92.52 | 91.82 | 91.79 | 91.16 | 91.41 | 92.72 | 91.59 | 92.36 | 91.15 | 91.43 | 92.15 | 89.15 | 92.63 | 87.52 | 90.75 | 89.99 | 90.76 | 89.93 | 90.52 | 90.72 | 88.39 | 89.31 |
| 368 | 372 | 48 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.68 | 87.33 | 91.20 | 91.97 | 91.85 | 91.62 | 91.26 | 86.75 | 90.40 | 85.00 | 89.62 | 90.57 | 92.49 | 91.08 | 89.02 | 87.31 | 93.03 | 88.34 | 90.84 | 89.71 | 91.50 | 89.79 | 92.33 | 68.43 | 92.61 | 90.16 |
| 369 | 372 | 48 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.83 | 91.26 | 91.84 | 91.28 | 91.50 | 91.04 | 90.45 | 91.11 | 91.61 | 91.33 | 90.86 | 87.42 | 90.63 | 92.84 | 89.31 | 93.02 | 94.42 | 91.86 | 92.09 | 91.53 | 92.05 | 91.63 | 90.43 | 89.52 | 89.73 | 90.80 |
| 370 | 372 | 48 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.26 | 91.09 | 93.86 | 87.96 | 91.31 | 89.22 | 91.54 | 93.75 | 92.43 | 92.60 | 91.07 | 92.59 | 91.54 | 92.44 | 90.46 | 90.73 | 91.54 | 92.04 | 91.87 | 92.36 | 91.13 | 91.58 | 87.74 | 90.58 | 90.58 | 91.91 |
| 371 | 372 | 48 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.74 | 92.87 | 90.66 | 91.71 | 93.65 | 92.07 | 92.07 | 92.13 | 92.26 | 91.20 | 91.29 | 90.27 | 91.40 | 90.92 | 91.24 | 89.71 | 90.41 | 94.16 | 88.82 | 91.14 | 91.36 | 91.14 | 90.62 | 90.34 | 90.08 | 90.50 |
| 400 | 372 | 48 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 91.68 | 90.76 | 89.43 | 87.74 | 88.54 | 88.94 | 91.25 | 88.99 | 89.56 | 88.61 | 91.56 | 89.19 | 90.32 | 90.03 | 87.97 | 90.78 | 89.82 | 88.58 | 91.76 | 91.63 | 92.04 | 91.89 | 89.36 | 86.61 | 88.82 | 89.92 |
| 401 | 372 | 48 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.32 | 90.47 | 93.16 | 88.51 | 89.75 | 90.33 | 91.33 | 91.63 | 92.25 | 90.35 | 92.79 | 91.95 | 92.35 | 90.08 | 87.17 | 92.22 | 89.26 | 91.54 | 91.53 | 90.93 | 92.44 | 88.83 | 92.97 | 90.31 | 90.98 | 91.20 |
| 402 | 372 | 48 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 92.57 | 92.43 | 92.27 | 91.78 | 91.46 | 90.05 | 92.31 | 92.06 | 90.55 | 91.00 | 91.62 | 89.27 | 92.10 | 92.48 | 88.44 | 91.74 | 90.30 | 90.66 | 89.80 | 92.73 | 90.84 | 90.65 | 90.29 | 89.59 | 91.51 | 90.25 |
| 403 | 372 | 48 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.31 | 89.39 | 92.31 | 87.37 | 91.11 | 90.41 | 92.56 | 89.02 | 88.21 | 88.76 | 89.52 | 88.69 | 89.70 | 90.63 | 90.73 | 91.20 | 90.96 | 91.69 | 90.18 | 89.72 | 89.93 | 89.13 | 89.12 | 89.49 | 88.00 | 91.77 |
| 432 | 372 | 48 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.39 | 88.23 | 90.46 | 90.00 | 89.82 | 88.31 | 90.93 | 88.74 | 88.17 | 87.75 | 89.56 | 89.48 | 89.42 | 90.13 | 86.90 | 90.61 | 88.99 | 87.39 | 90.75 | 87.76 | 88.81 | 89.13 | 89.51 | 89.48 | 87.92 | 90.29 |
| 433 | 372 | 48 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 92.22 | 92.27 | 91.29 | 92.47 | 92.21 | 93.19 | 91.50 | 89.31 | 90.83 | 91.12 | 91.88 | 87.94 | 92.01 | 90.80 | 89.43 | 93.32 | 92.35 | 88.61 | 89.93 | 90.60 | 90.00 | 92.10 | 91.13 | 92.81 | 89.20 | 89.61 |
| 434 | 372 | 48 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.54 | 91.59 | 94.11 | 92.28 | 92.74 | 92.44 | 91.85 | 91.32 | 91.59 | 90.50 | 91.43 | 91.67 | 90.85 | 91.35 | 90.81 | 90.55 | 91.25 | 90.09 | 90.89 | 91.23 | 89.03 | 92.49 | 91.83 | 91.74 | 88.83 | 90.54 |
| 435 | 372 | 48 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 91.47 | 91.51 | 90.25 | 90.01 | 90.18 | 88.99 | 90.38 | 90.56 | 93.00 | 91.56 | 91.13 | 90.15 | 92.03 | 91.17 | 90.33 | 92.30 | 89.77 | 92.42 | 90.39 | 92.30 | 92.21 | 91.04 | 90.93 | 90.60 | 91.29 | 90.10 |
| 464 | 372 | 48 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 91.48 | 90.87 | 90.43 | 91.33 | 89.32 | 88.86 | 91.75 | 92.32 | 91.43 | 88.73 | 89.44 | 90.44 | 91.44 | 93.57 | 88.25 | 90.91 | 89.25 | 89.93 | 93.47 | 91.89 | 89.04 | 89.32 | 91.58 | 90.69 | 90.36 | 90.94 |
| 465 | 372 | 48 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.94 | 92.01 | 91.43 | 92.71 | 93.75 | 91.30 | 92.29 | 90.87 | 90.43 | 92.55 | 93.03 | 89.70 | 90.78 | 92.25 | 90.79 | 93.51 | 93.28 | 90.09 | 92.45 | 91.21 | 90.39 | 91.02 | 90.10 | 91.13 | 89.20 | 90.06 |
| 466 | 372 | 48 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 91.59 | 91.73 | 92.29 | 89.35 | 91.51 | 89.93 | 90.32 | 89.66 | 89.82 | 90.85 | 93.03 | 91.70 | 91.41 | 92.07 | 91.73 | 90.65 | 92.58 | 90.05 | 93.79 | 89.82 | 92.05 | 90.25 | 89.38 | 90.00 | 91.07 | 91.00 |
| 467 | 372 | 48 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.19 | 90.76 | 89.64 | 89.62 | 92.74 | 91.28 | 88.19 | 92.74 | 92.57 | 89.72 | 91.85 | 89.86 | 90.87 | 90.00 | 89.73 | 91.70 | 92.48 | 92.36 | 92.95 | 92.69 | 89.87 | 91.88 | 92.37 | 88.29 | 89.16 | 92.05 |
| 496 | 372 | 48 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 88.00 | 90.52 | 89.94 | 90.19 | 91.91 | 88.05 | 91.91 | 89.81 | 90.73 | 88.15 | 88.89 | 87.81 | 92.61 | 88.79 | 89.47 | 92.12 | 90.60 | 90.61 | 89.35 | 91.17 | 91.41 | 88.26 | 86.74 | 90.53 | 87.87 | 90.73 |
| 497 | 372 | 48 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.75 | 89.44 | 92.13 | 90.73 | 91.14 | 89.60 | 91.78 | 90.53 | 91.28 | 90.04 | 89.90 | 90.18 | 89.36 | 91.16 | 89.82 | 88.78 | 89.81 | 90.43 | 92.66 | 91.07 | 90.01 | 90.94 | 89.36 | 90.53 | 89.86 | 92.26 |
| 498 | 372 | 48 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 90.85 | 91.68 | 91.71 | 88.09 | 90.08 | 90.71 | 91.10 | 90.93 | 89.28 | 93.89 | 90.11 | 90.87 | 91.12 | 91.23 | 89.66 | 88.87 | 91.39 | 88.89 | 92.09 | 89.37 | 89.75 | 89.43 | 89.62 | 88.95 | 91.71 | 91.96 |
| 499 | 372 | 48 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 91.87 | 91.56 | 91.71 | 90.20 | 90.33 | 90.87 | 89.95 | 92.26 | 90.10 | 90.78 | 90.96 | 90.72 | 89.49 | 92.20 | 89.67 | 90.97 | 90.93 | 89.91 | 92.04 | 87.63 | 90.14 | 89.08 | 89.20 | 92.16 | 89.25 | 89.52 |
| 528 | 372 | 48 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 90.64 | 88.32 | 90.02 | 92.33 | 92.80 | 88.69 | 91.48 | 89.29 | 90.24 | 92.02 | 90.26 | 90.29 | 88.80 | 91.88 | 89.38 | 88.05 | 91.12 | 86.13 | 89.41 | 90.03 | 89.28 | 88.22 | 89.10 | 90.66 | 88.82 | 90.69 |
| 529 | 372 | 48 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 93.16 | 91.26 | 89.61 | 89.15 | 92.20 | 90.33 | 91.26 | 90.59 | 91.22 | 91.43 | 90.85 | 90.45 | 92.12 | 90.25 | 91.01 | 90.10 | 88.75 | 90.07 | 90.64 | 88.48 | 89.96 | 90.79 | 90.55 | 92.47 | 87.96 | 89.69 |
| 530 | 372 | 48 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 91.42 | 90.42 | 91.61 | 90.43 | 90.31 | 89.06 | 91.14 | 89.51 | 89.39 | 89.13 | 87.71 | 90.09 | 90.02 | 87.20 | 89.63 | 89.98 | 92.75 | 90.86 | 91.90 | 90.27 | 89.46 | 90.08 | 91.22 | 87.36 | 92.47 | 91.83 |
| 531 | 372 | 48 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 92.09 | 89.25 | 92.48 | 90.53 | 90.60 | 90.32 | 90.85 | 91.98 | 90.46 | 89.09 | 89.81 | 90.82 | 90.81 | 90.21 | 88.52 | 91.74 | 88.37 | 88.30 | 90.74 | 90.78 | 91.91 | 90.84 | 87.72 | 89.77 | 91.43 | 88.31 |
| 560 | 372 | 48 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 92.11 | 92.79 | 90.80 | 93.29 | 92.98 | 88.75 | 92.02 | 88.83 | 91.91 | 88.78 | 92.45 | 92.82 | 89.95 | 91.45 | 90.96 | 90.09 | 89.66 | 90.96 | 90.47 | 92.53 | 88.58 | 90.79 | 91.30 | 90.01 | 89.98 | 88.19 |
| 561 | 372 | 48 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 92.16 | 90.97 | 92.64 | 89.19 | 88.43 | 90.49 | 87.71 | 89.67 | 88.16 | 89.81 | 90.07 | 90.19 | 91.38 | 92.91 | 88.33 | 89.77 | 90.73 | 91.43 | 92.81 | 89.81 | 89.81 | 89.80 | 91.86 | 88.13 | 89.21 | 90.31 |
| 562 | 372 | 48 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 91.68 | 89.13 | 90.03 | 90.80 | 89.11 | 89.85 | 90.48 | 88.66 | 90.34 | 87.99 | 92.06 | 90.20 | 91.32 | 88.98 | 91.58 | 91.79 | 92.81 | 91.22 | 93.09 | 90.52 | 89.74 | 84.16 | 90.21 | 88.27 | 90.79 | 91.05 |
| 563 | 372 | 48 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 90.69 | 89.80 | 90.18 | 91.46 | 89.35 | 91.75 | 91.14 | 89.63 | 91.94 | 90.45 | 89.00 | 91.46 | 91.39 | 89.78 | 92.78 | 90.50 | 89.61 | 91.30 | 92.13 | 90.88 | 89.68 | 90.18 | 91.57 | 89.91 | 90.27 | 91.70 |
| 592 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.47 | 90.85 | 91.20 | 90.33 | 90.72 | 89.37 | 90.82 | 89.44 | 90.10 | 90.75 | 91.81 | 87.67 | 87.50 | 89.03 | 88.52 | 91.38 | 91.02 | 87.06 | 89.02 | 90.84 | 89.47 | 90.28 | 92.47 | 90.36 | 90.03 | 90.30 |
| 593 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.09 | 89.08 | 91.31 | 88.50 | 90.93 | 88.12 | 88.43 | 88.34 | 89.03 | 89.13 | 90.22 | 86.26 | 88.42 | 91.09 | 90.61 | 89.85 | 89.80 | 88.64 | 89.68 | 87.51 | 89.84 | 86.03 | 91.83 | 90.27 | 88.90 | 88.38 |
| 594 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 90.70 | 88.82 | 89.47 | 89.66 | 89.56 | 89.01 | 90.81 | 89.37 | 91.57 | 88.43 | 89.41 | 87.25 | 87.52 | 87.17 | 88.38 | 90.75 | 90.19 | 88.70 | 91.13 | 90.57 | 88.90 | 91.22 | 91.09 | 89.63 | 90.92 | 88.83 |
| 595 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 91.08 | 87.41 | 88.03 | 89.56 | 89.79 | 89.14 | 89.84 | 89.55 | 89.86 | 91.31 | 88.95 | 89.58 | 88.72 | 89.73 | 90.68 | 89.83 | 89.81 | 91.12 | 89.18 | 88.52 | 89.46 | 86.83 | 92.41 | 90.83 | 88.62 | 88.69 |
| 624 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.60 | 91.80 | 91.85 | 90.32 | 90.22 | 90.76 | 90.26 | 90.04 | 88.19 | 91.03 | 91.77 | 88.85 | 88.67 | 89.18 | 90.59 | 89.10 | 89.65 | 89.19 | 90.35 | 89.48 | 91.58 | 90.95 | 91.44 | 91.23 | 92.51 | 87.19 |
| 625 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.34 | 90.07 | 91.55 | 91.30 | 91.42 | 91.93 | 90.58 | 89.21 | 91.09 | 89.58 | 93.67 | 89.67 | 90.76 | 92.30 | 89.84 | 89.73 | 89.24 | 90.86 | 92.46 | 91.46 | 90.54 | 90.41 | 91.22 | 87.95 | 93.22 | 91.34 |
| 626 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 90.80 | 89.63 | 90.81 | 89.40 | 91.31 | 92.77 | 91.16 | 90.10 | 91.64 | 89.61 | 89.66 | 90.55 | 91.85 | 89.43 | 90.58 | 90.13 | 92.17 | 90.29 | 91.48 | 91.31 | 90.46 | 88.99 | 92.61 | 88.23 | 91.08 | 88.33 |
| 627 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 91.06 | 91.28 | 92.04 | 90.99 | 90.02 | 88.57 | 90.56 | 89.59 | 90.43 | 90.68 | 90.81 | 89.06 | 88.70 | 89.42 | 89.06 | 89.54 | 91.03 | 86.35 | 90.80 | 88.81 | 90.66 | 90.79 | 92.48 | 90.31 | 90.07 | 86.81 |
| 656 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.34 | 91.98 | 90.95 | 89.79 | 91.76 | 91.08 | 91.38 | 90.56 | 93.00 | 91.02 | 93.03 | 90.73 | 89.06 | 91.03 | 90.85 | 90.41 | 90.58 | 90.96 | 91.67 | 90.54 | 89.48 | 89.58 | 92.09 | 91.36 | 88.23 | 92.32 |
| 657 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.10 | 92.05 | 93.21 | 91.33 | 90.33 | 92.04 | 89.95 | 90.99 | 90.56 | 90.80 | 91.04 | 90.17 | 88.58 | 91.53 | 89.85 | 90.49 | 91.84 | 91.01 | 91.65 | 84.31 | 90.38 | 89.80 | 92.55 | 91.63 | 92.65 | 88.71 |
| 658 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.30 | 89.72 | 90.55 | 91.50 | 89.86 | 89.43 | 91.34 | 91.95 | 85.48 | 92.67 | 89.72 | 88.13 | 90.66 | 91.82 | 89.51 | 90.11 | 91.35 | 90.38 | 93.25 | 91.42 | 91.29 | 89.16 | 90.83 | 88.72 | 92.28 | 89.11 |
| 659 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.35 | 91.21 | 91.32 | 89.92 | 90.84 | 88.61 | 89.02 | 89.13 | 92.54 | 89.31 | 91.14 | 89.80 | 91.65 | 91.87 | 91.41 | 90.07 | 92.82 | 90.47 | 93.43 | 92.06 | 91.32 | 90.16 | 92.70 | 90.04 | 91.55 | 91.72 |
| 688 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.50 | 90.68 | 89.96 | 91.05 | 91.17 | 88.57 | 89.40 | 90.40 | 89.73 | 89.95 | 87.85 | 89.64 | 89.01 | 92.13 | 89.62 | 90.25 | 91.34 | 91.77 | 90.25 | 90.02 | 89.21 | 90.03 | 91.37 | 88.91 | 90.63 | 88.09 |
| 689 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.89 | 90.92 | 87.64 | 89.06 | 89.72 | 85.82 | 88.95 | 91.58 | 89.16 | 90.47 | 88.90 | 88.11 | 90.03 | 89.67 | 89.84 | 90.13 | 91.49 | 86.87 | 91.03 | 89.93 | 90.34 | 90.39 | 92.00 | 88.69 | 91.75 | 91.04 |
| 690 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.38 | 90.08 | 88.63 | 89.07 | 90.51 | 88.35 | 85.62 | 90.30 | 91.26 | 88.52 | 89.77 | 88.05 | 88.49 | 91.39 | 89.69 | 90.92 | 90.15 | 90.05 | 90.48 | 88.60 | 90.83 | 87.49 | 90.54 | 88.54 | 90.70 | 85.70 |
| 691 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.48 | 90.65 | 89.50 | 91.71 | 88.80 | 89.12 | 91.29 | 90.66 | 90.52 | 90.91 | 90.08 | 86.96 | 89.02 | 90.12 | 89.04 | 90.81 | 90.98 | 89.93 | 90.20 | 90.83 | 89.71 | 89.40 | 89.57 | 90.33 | 89.99 | 87.87 |
| 720 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 91.80 | 89.28 | 92.02 | 89.92 | 90.42 | 89.29 | 90.53 | 90.69 | 91.50 | 90.19 | 90.52 | 90.46 | 89.83 | 90.61 | 91.32 | 89.64 | 90.79 | 91.10 | 91.38 | 91.59 | 91.56 | 88.66 | 90.75 | 90.32 | 91.39 | 88.86 |
| 721 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.62 | 90.50 | 91.04 | 91.60 | 92.34 | 92.03 | 87.34 | 88.87 | 90.87 | 88.46 | 89.59 | 88.95 | 90.09 | 90.84 | 91.04 | 93.95 | 89.05 | 90.91 | 92.49 | 90.34 | 91.18 | 90.20 | 91.15 | 91.78 | 90.17 | 89.87 |
| 722 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.89 | 91.14 | 89.66 | 88.44 | 90.27 | 92.50 | 91.08 | 89.52 | 90.77 | 90.07 | 91.08 | 90.99 | 89.95 | 90.64 | 91.58 | 89.89 | 89.67 | 88.91 | 92.98 | 91.05 | 91.53 | 90.95 | 91.32 | 89.51 | 91.47 | 90.83 |
| 723 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 91.34 | 89.86 | 92.21 | 85.94 | 90.47 | 91.54 | 89.82 | 91.99 | 90.25 | 91.80 | 93.37 | 90.66 | 90.60 | 90.63 | 89.62 | 90.09 | 89.75 | 89.66 | 90.70 | 91.55 | 90.42 | 88.33 | 93.87 | 91.29 | 89.41 | 89.60 |
| 752 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 91.28 | 91.81 | 89.67 | 90.82 | 90.69 | 88.98 | 88.15 | 91.76 | 91.54 | 90.20 | 90.89 | 92.60 | 90.58 | 91.87 | 90.98 | 91.43 | 92.07 | 92.74 | 93.50 | 91.90 | 90.04 | 90.57 | 92.50 | 91.09 | 92.69 | 89.76 |
| 753 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 92.34 | 91.40 | 91.99 | 91.13 | 88.75 | 89.39 | 90.39 | 89.57 | 88.81 | 93.10 | 90.59 | 89.96 | 89.96 | 92.77 | 90.52 | 90.55 | 90.32 | 90.37 | 91.84 | 90.85 | 90.16 | 90.20 | 89.84 | 90.89 | 89.37 | 89.08 |
| 754 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 90.79 | 91.01 | 91.38 | 91.54 | 90.09 | 90.55 | 90.78 | 90.36 | 91.58 | 89.84 | 87.12 | 87.80 | 90.87 | 90.56 | 90.19 | 90.93 | 92.53 | 88.94 | 91.37 | 92.54 | 90.58 | 90.44 | 93.72 | 91.32 | 91.50 | 90.05 |
| 755 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 91.47 | 91.50 | 91.42 | 90.47 | 91.90 | 88.69 | 89.07 | 92.30 | 90.65 | 89.93 | 91.30 | 91.28 | 90.57 | 90.25 | 89.75 | 91.53 | 92.30 | 93.47 | 93.33 | 90.95 | 90.12 | 89.60 | 92.12 | 90.33 | 89.05 | 87.41 |
| 784 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 89.58 | 90.36 | 91.32 | 90.07 | 89.65 | 88.65 | 88.36 | 89.25 | 89.80 | 89.76 | 91.37 | 89.34 | 90.49 | 89.14 | 89.19 | 91.55 | 89.33 | 91.14 | 89.14 | 87.72 | 88.59 | 90.13 | 92.23 | 91.50 | 89.35 | 89.72 |
| 785 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 90.03 | 89.94 | 91.82 | 90.53 | 89.98 | 89.79 | 90.12 | 90.23 | 89.84 | 89.92 | 91.33 | 88.68 | 92.00 | 89.92 | 87.47 | 90.51 | 87.89 | 89.94 | 90.41 | 88.33 | 91.65 | 87.68 | 89.45 | 88.60 | 90.77 | 88.20 |
| 786 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.13 | 87.92 | 91.31 | 88.87 | 86.93 | 88.79 | 89.71 | 88.03 | 88.89 | 87.86 | 89.27 | 90.33 | 88.80 | 86.49 | 88.69 | 89.41 | 90.32 | 88.83 | 90.81 | 89.88 | 88.11 | 89.39 | 88.22 | 90.25 | 89.86 | 89.28 |
| 787 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.70 | 89.22 | 89.57 | 88.38 | 88.72 | 89.55 | 91.27 | 89.81 | 90.81 | 88.82 | 88.78 | 87.44 | 86.50 | 88.75 | 89.90 | 90.02 | 88.98 | 90.97 | 91.64 | 90.34 | 89.78 | 89.39 | 90.87 | 89.72 | 86.54 | 87.96 |
| 816 | 372 | 48 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 92.05 | 91.18 | 90.15 | 90.58 | 91.25 | 91.21 | 90.27 | 89.43 | 91.77 | 89.93 | 91.73 | 88.09 | 91.28 | 90.65 | 88.17 | 90.57 | 89.15 | 91.47 | 92.07 | 91.48 | 90.00 | 87.08 | 92.03 | 88.30 | 85.58 | 89.35 |
| 817 | 372 | 48 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 90.27 | 89.43 | 91.32 | 90.39 | 91.14 | 85.52 | 90.65 | 89.60 | 89.70 | 89.51 | 91.27 | 90.53 | 89.88 | 90.53 | 91.30 | 88.24 | 88.72 | 89.40 | 87.90 | 91.21 | 91.46 | 89.39 | 91.37 | 89.57 | 90.70 | 90.60 |
| 818 | 372 | 48 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.34 | 93.03 | 89.86 | 89.39 | 88.32 | 90.09 | 91.70 | 89.83 | 89.91 | 89.35 | 89.44 | 88.32 | 89.29 | 90.77 | 90.56 | 89.99 | 88.19 | 90.79 | 91.70 | 90.08 | 90.76 | 89.36 | 90.51 | 90.58 | 89.64 | 88.13 |
| 819 | 372 | 48 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.64 | 90.58 | 87.48 | 91.11 | 88.30 | 90.75 | 88.87 | 89.17 | 88.81 | 88.80 | 89.70 | 89.15 | 90.33 | 92.11 | 90.48 | 90.73 | 90.28 | 90.06 | 91.81 | 90.26 | 90.20 | 90.11 | 92.49 | 91.29 | 89.50 | 89.26 |
| 848 | 372 | 48 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 91.48 | 89.21 | 91.35 | 89.94 | 89.84 | 92.51 | 90.13 | 89.75 | 90.97 | 89.91 | 91.83 | 89.68 | 90.34 | 91.13 | 91.23 | 90.03 | 90.81 | 91.43 | 92.01 | 89.88 | 91.12 | 89.71 | 91.27 | 91.44 | 91.74 | 89.93 |
| 849 | 372 | 48 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.49 | 92.03 | 91.37 | 89.06 | 90.72 | 88.76 | 92.56 | 90.29 | 90.86 | 89.74 | 90.45 | 90.76 | 92.38 | 89.62 | 88.90 | 90.75 | 90.81 | 90.33 | 91.80 | 90.23 | 89.79 | 90.70 | 91.13 | 89.11 | 88.86 | 89.14 |
| 850 | 372 | 48 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.06 | 88.89 | 91.08 | 90.13 | 88.39 | 90.83 | 89.07 | 90.75 | 89.61 | 91.16 | 90.82 | 89.73 | 88.99 | 89.80 | 88.75 | 90.29 | 91.77 | 89.65 | 90.99 | 90.23 | 89.97 | 88.68 | 92.43 | 89.86 | 89.32 | 89.34 |
| 851 | 372 | 48 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.97 | 91.81 | 88.29 | 88.61 | 90.56 | 89.83 | 90.42 | 88.49 | 89.70 | 90.70 | 91.21 | 91.06 | 87.52 | 91.52 | 89.13 | 91.36 | 91.21 | 90.39 | 91.45 | 89.85 | 90.80 | 91.97 | 89.88 | 91.83 | 91.27 | 88.41 |
| 880 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.30 | 89.35 | 90.56 | 90.72 | 88.64 | 88.94 | 90.32 | 89.11 | 90.20 | 88.48 | 90.38 | 90.34 | 91.00 | 90.54 | 88.22 | 90.19 | 90.31 | 91.17 | 91.28 | 91.53 | 91.52 | 89.43 | 92.15 | 89.59 | 90.88 | 90.73 |
| 881 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.62 | 87.06 | 87.42 | 88.33 | 91.31 | 90.30 | 90.30 | 89.49 | 88.17 | 86.60 | 89.82 | 91.66 | 90.25 | 90.41 | 92.02 | 89.62 | 90.61 | 89.66 | 90.19 | 87.45 | 90.76 | 88.79 | 90.06 | 89.28 | 91.61 | 89.06 |
| 882 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.73 | 89.57 | 88.33 | 88.96 | 89.65 | 89.28 | 89.57 | 91.24 | 89.94 | 89.90 | 90.56 | 90.43 | 89.49 | 89.88 | 91.25 | 90.84 | 89.14 | 89.38 | 89.27 | 88.12 | 89.30 | 86.23 | 89.97 | 90.46 | 90.26 | 88.81 |
| 883 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.06 | 89.94 | 89.55 | 91.12 | 90.80 | 89.02 | 90.27 | 89.82 | 90.18 | 90.21 | 91.75 | 88.31 | 90.73 | 88.94 | 89.82 | 90.46 | 90.60 | 88.23 | 90.50 | 90.96 | 91.09 | 89.73 | 91.38 | 90.95 | 91.73 | 89.33 |
| 912 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.02 | 90.50 | 92.06 | 89.15 | 89.00 | 89.86 | 90.77 | 90.59 | 89.13 | 90.55 | 91.48 | 89.88 | 89.24 | 91.06 | 89.74 | 91.34 | 91.31 | 91.99 | 92.55 | 90.04 | 91.05 | 90.26 | 92.94 | 91.75 | 90.44 | 90.26 |
| 913 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.54 | 89.79 | 91.95 | 90.71 | 92.99 | 92.24 | 90.59 | 89.64 | 89.38 | 90.19 | 91.55 | 89.98 | 89.30 | 91.31 | 91.35 | 91.01 | 90.30 | 90.82 | 91.53 | 92.00 | 89.08 | 89.98 | 93.83 | 91.23 | 91.00 | 90.20 |
| 914 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.38 | 91.87 | 91.05 | 89.54 | 91.87 | 90.79 | 91.25 | 89.09 | 90.90 | 89.37 | 91.30 | 91.56 | 91.17 | 91.28 | 90.25 | 89.77 | 90.76 | 91.32 | 89.69 | 90.31 | 90.30 | 89.97 | 92.14 | 90.50 | 89.74 | 88.19 |
| 915 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.33 | 91.00 | 91.04 | 89.69 | 88.87 | 90.02 | 90.55 | 90.84 | 91.61 | 88.84 | 90.37 | 88.62 | 91.30 | 90.83 | 90.98 | 92.40 | 89.32 | 91.53 | 91.28 | 91.25 | 91.90 | 90.05 | 91.68 | 90.38 | 84.63 | 87.01 |
| 944 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 92.46 | 89.33 | 91.60 | 89.33 | 90.68 | 91.03 | 90.58 | 90.38 | 90.80 | 90.53 | 91.26 | 90.72 | 90.31 | 91.18 | 90.25 | 91.81 | 91.30 | 91.08 | 91.98 | 89.98 | 89.25 | 90.48 | 92.61 | 89.27 | 90.84 | 89.37 |
| 945 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.07 | 93.06 | 92.49 | 90.10 | 92.33 | 91.17 | 91.33 | 90.53 | 90.44 | 88.87 | 91.99 | 89.81 | 90.99 | 89.48 | 89.27 | 91.19 | 91.32 | 91.83 | 92.80 | 91.56 | 90.34 | 90.59 | 91.94 | 90.97 | 90.14 | 89.04 |
| 946 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.51 | 91.91 | 92.46 | 92.48 | 90.04 | 91.22 | 91.87 | 88.52 | 90.46 | 89.91 | 92.01 | 90.85 | 91.60 | 89.37 | 90.27 | 91.47 | 91.03 | 89.74 | 91.33 | 90.75 | 90.76 | 91.10 | 91.14 | 90.84 | 86.95 | 88.17 |
| 947 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 91.50 | 92.58 | 91.34 | 91.16 | 90.12 | 91.90 | 90.80 | 90.98 | 90.40 | 89.70 | 91.96 | 91.26 | 91.21 | 92.93 | 90.15 | 89.86 | 91.30 | 92.46 | 91.91 | 90.08 | 92.11 | 91.29 | 91.87 | 89.67 | 92.28 | 89.57 |
| 976 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 89.61 | 90.28 | 90.11 | 90.53 | 91.28 | 87.96 | 88.24 | 90.23 | 90.73 | 88.39 | 92.33 | 86.93 | 90.30 | 88.08 | 88.58 | 90.40 | 92.31 | 87.98 | 91.05 | 89.96 | 88.73 | 88.10 | 90.69 | 89.24 | 89.69 | 86.47 |
| 977 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.60 | 91.07 | 90.85 | 89.48 | 88.61 | 89.95 | 89.46 | 90.61 | 90.37 | 89.52 | 90.06 | 89.77 | 91.44 | 90.53 | 89.06 | 88.17 | 90.00 | 91.10 | 91.57 | 90.94 | 89.42 | 90.34 | 91.04 | 90.55 | 89.09 | 90.88 |
| 978 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.05 | 91.04 | 88.73 | 90.07 | 90.89 | 89.61 | 89.81 | 89.31 | 89.13 | 88.86 | 85.30 | 87.99 | 89.21 | 89.58 | 89.22 | 89.60 | 89.43 | 90.99 | 89.88 | 88.81 | 89.75 | 89.46 | 91.40 | 89.11 | 87.01 | 86.46 |
| 979 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.57 | 91.52 | 88.72 | 90.32 | 89.50 | 90.12 | 90.16 | 89.20 | 88.66 | 88.36 | 90.36 | 89.33 | 89.61 | 88.16 | 90.40 | 91.67 | 90.33 | 88.19 | 90.30 | 88.78 | 89.97 | 90.08 | 89.46 | 89.81 | 88.21 | 87.24 |
| 1008 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 90.05 | 90.26 | 91.19 | 89.20 | 90.23 | 89.12 | 93.29 | 91.86 | 93.63 | 91.08 | 89.93 | 89.29 | 87.46 | 92.51 | 88.14 | 90.18 | 91.90 | 91.24 | 92.34 | 89.46 | 89.59 | 89.11 | 92.82 | 87.13 | 88.73 | 90.10 |
| 1009 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 91.31 | 91.42 | 91.89 | 92.32 | 89.59 | 90.00 | 91.03 | 91.37 | 88.89 | 89.30 | 92.01 | 91.67 | 90.03 | 86.73 | 89.44 | 91.83 | 91.83 | 88.84 | 90.26 | 92.18 | 91.06 | 88.84 | 89.92 | 88.30 | 90.03 | 90.50 |
| 1010 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 90.26 | 90.29 | 92.35 | 89.59 | 90.82 | 90.99 | 90.69 | 92.37 | 92.37 | 91.18 | 92.05 | 89.21 | 90.42 | 88.55 | 90.56 | 91.83 | 90.04 | 89.61 | 91.92 | 89.14 | 93.41 | 92.04 | 92.13 | 89.17 | 90.20 | 90.67 |
| 1011 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 92.01 | 88.91 | 91.88 | 90.95 | 89.33 | 88.89 | 91.05 | 90.85 | 89.09 | 89.03 | 87.31 | 90.41 | 89.47 | 91.15 | 91.29 | 90.49 | 89.70 | 91.94 | 92.52 | 91.94 | 90.02 | 90.76 | 92.07 | 89.52 | 92.02 | 88.53 |
| 1040 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 91.54 | 90.48 | 90.43 | 90.72 | 89.68 | 92.47 | 89.77 | 90.87 | 89.81 | 91.25 | 89.57 | 88.33 | 89.76 | 91.22 | 89.53 | 89.60 | 89.35 | 90.36 | 93.26 | 90.40 | 92.46 | 93.29 | 91.81 | 90.94 | 89.75 | 90.11 |
| 1041 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.57 | 92.98 | 91.90 | 89.79 | 93.14 | 89.03 | 90.14 | 89.61 | 90.40 | 91.41 | 89.81 | 91.74 | 88.99 | 91.21 | 90.85 | 91.66 | 90.80 | 91.92 | 92.26 | 92.91 | 90.59 | 90.89 | 90.79 | 89.98 | 91.70 | 90.79 |
| 1042 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 90.08 | 91.07 | 90.52 | 91.76 | 90.05 | 91.38 | 91.12 | 91.44 | 90.42 | 90.64 | 89.79 | 91.13 | 89.38 | 90.67 | 90.59 | 90.65 | 91.82 | 90.64 | 92.27 | 90.49 | 91.00 | 89.57 | 91.76 | 89.62 | 91.18 | 91.28 |
| 1043 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 93.03 | 92.27 | 92.97 | 90.81 | 91.43 | 90.83 | 91.71 | 90.49 | 89.91 | 90.78 | 91.57 | 90.55 | 91.07 | 90.03 | 90.85 | 90.38 | 92.49 | 90.81 | 90.57 | 89.37 | 92.63 | 90.81 | 93.45 | 90.27 | 90.54 | 87.71 |
| 1072 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 91.70 | 91.55 | 92.26 | 88.42 | 88.52 | 89.99 | 90.70 | 89.38 | 85.98 | 89.46 | 90.50 | 88.95 | 89.16 | 87.63 | 91.12 | 90.45 | 87.56 | 89.16 | 89.33 | 90.53 | 89.47 | 87.47 | 89.91 | 90.09 | 90.64 | 90.44 |
| 1073 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.30 | 91.83 | 92.04 | 88.45 | 90.18 | 88.33 | 92.05 | 88.85 | 90.63 | 89.08 | 88.40 | 88.51 | 89.52 | 90.01 | 87.89 | 90.01 | 89.47 | 90.42 | 87.52 | 87.17 | 91.63 | 88.51 | 89.28 | 89.92 | 85.97 | 88.94 |
| 1074 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.90 | 89.75 | 90.53 | 88.23 | 89.59 | 89.62 | 85.23 | 88.14 | 88.62 | 88.41 | 87.45 | 89.13 | 91.21 | 91.56 | 88.91 | 90.71 | 90.94 | 89.08 | 89.61 | 89.62 | 88.92 | 88.24 | 93.03 | 88.72 | 90.39 | 91.02 |
| 1075 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 90.03 | 91.27 | 89.45 | 90.18 | 88.67 | 89.65 | 89.38 | 88.38 | 90.08 | 89.01 | 88.36 | 90.07 | 88.75 | 88.55 | 88.20 | 91.36 | 89.05 | 89.22 | 88.08 | 89.15 | 89.81 | 87.35 | 89.91 | 89.20 | 90.56 | 88.23 |
| 1104 | 372 | 48 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 91.81 | 90.39 | 92.07 | 88.86 | 90.72 | 87.21 | 89.55 | 88.97 | 87.87 | 89.00 | 89.10 | 92.11 | 91.00 | 90.59 | 88.66 | 89.21 | 91.00 | 88.36 | 90.30 | 89.37 | 90.59 | 90.04 | 90.91 | 87.87 | 89.78 | 89.14 |
| 1105 | 372 | 48 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 91.27 | 88.92 | 90.65 | 90.69 | 89.08 | 88.88 | 91.37 | 89.14 | 89.53 | 90.85 | 90.45 | 92.01 | 89.16 | 92.07 | 90.28 | 89.54 | 91.70 | 90.14 | 91.48 | 92.71 | 88.17 | 90.18 | 91.48 | 89.34 | 90.65 | 87.42 |
| 1106 | 372 | 48 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 90.99 | 88.96 | 91.13 | 89.72 | 89.91 | 90.51 | 90.74 | 92.08 | 90.73 | 90.30 | 89.23 | 91.75 | 90.25 | 89.52 | 90.67 | 90.91 | 91.23 | 89.50 | 92.58 | 90.62 | 89.31 | 89.25 | 91.12 | 90.48 | 91.75 | 90.30 |
| 1107 | 372 | 48 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.86 | 92.29 | 91.95 | 91.22 | 91.30 | 89.76 | 88.84 | 91.84 | 89.56 | 89.56 | 91.85 | 85.76 | 92.21 | 91.14 | 91.62 | 88.96 | 90.20 | 90.38 | 91.58 | 90.30 | 90.59 | 90.18 | 91.46 | 89.86 | 92.09 | 86.64 |
| 1136 | 372 | 48 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 91.27 | 89.45 | 92.55 | 88.45 | 92.35 | 92.21 | 91.35 | 87.73 | 88.35 | 91.27 | 90.47 | 91.22 | 92.36 | 88.13 | 88.86 | 90.12 | 89.62 | 89.45 | 89.41 | 92.86 | 89.13 | 88.17 | 92.91 | 89.77 | 90.84 | 89.03 |
| 1137 | 372 | 48 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 91.31 | 89.79 | 90.53 | 90.99 | 91.07 | 88.98 | 91.33 | 89.44 | 90.52 | 92.33 | 92.20 | 90.18 | 87.54 | 91.46 | 90.12 | 91.15 | 90.85 | 91.58 | 89.96 | 91.29 | 86.37 | 91.10 | 89.41 | 89.94 | 88.53 | 90.94 |
| 1138 | 372 | 48 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 91.44 | 88.84 | 91.92 | 90.28 | 91.72 | 90.75 | 90.61 | 91.40 | 91.72 | 90.43 | 90.25 | 91.83 | 89.39 | 91.26 | 89.42 | 89.89 | 91.22 | 89.92 | 91.70 | 90.91 | 90.70 | 90.17 | 92.04 | 89.83 | 89.44 | 91.26 |
| 1139 | 372 | 48 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 91.37 | 91.13 | 91.81 | 91.21 | 90.24 | 91.51 | 91.57 | 91.08 | 91.49 | 92.17 | 90.56 | 93.02 | 88.78 | 89.17 | 89.45 | 89.27 | 87.65 | 90.63 | 88.24 | 91.52 | 89.63 | 89.69 | 93.03 | 90.53 | 90.76 | 86.05 |
The global mean maximum row:
| mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | average_map | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 624 | 89.83 | 89.25 | 88.22 | 88.48 | 88.30 | 88.77 | 90.84 | 88.86 | 88.92 | 87.99 | 89.51 | 88.96 | 88.74 | 88.03 | 89.49 | 87.20 | 88.29 | 88.12 | 88.96 | 89.49 | 87.04 | 87.86 | 87.53 | 88.56 | 89.69 | 87.36 | 88.626538 |
| 592 | 88.60 | 88.50 | 88.84 | 89.70 | 88.27 | 87.75 | 88.73 | 90.38 | 88.71 | 87.71 | 89.95 | 89.04 | 87.81 | 88.02 | 87.16 | 89.43 | 88.35 | 89.22 | 88.28 | 89.69 | 86.16 | 86.97 | 89.43 | 88.05 | 89.01 | 88.31 | 88.541154 |
| 883 | 88.30 | 87.69 | 87.93 | 89.28 | 89.64 | 88.61 | 87.96 | 87.01 | 87.46 | 88.00 | 89.10 | 89.21 | 89.38 | 88.28 | 87.80 | 88.04 | 88.05 | 87.96 | 90.25 | 90.14 | 89.06 | 86.64 | 89.14 | 89.09 | 88.90 | 88.93 | 88.532692 |
| 593 | 88.46 | 89.40 | 87.94 | 88.74 | 87.92 | 89.96 | 87.70 | 88.71 | 88.93 | 87.85 | 90.07 | 88.04 | 89.49 | 88.34 | 88.75 | 88.43 | 87.77 | 88.23 | 89.75 | 89.39 | 88.85 | 84.85 | 88.73 | 89.02 | 87.62 | 86.38 | 88.435385 |
| 912 | 87.13 | 89.36 | 87.28 | 86.26 | 87.91 | 88.96 | 87.25 | 89.23 | 87.64 | 88.59 | 89.78 | 89.69 | 88.81 | 88.03 | 89.17 | 89.24 | 87.58 | 88.98 | 89.99 | 89.73 | 87.82 | 86.06 | 88.19 | 88.47 | 89.23 | 87.64 | 88.385385 |
| 656 | 89.39 | 89.68 | 88.17 | 88.50 | 89.11 | 89.71 | 87.40 | 86.19 | 89.29 | 88.46 | 90.40 | 88.22 | 87.71 | 88.69 | 89.61 | 86.79 | 87.89 | 90.19 | 88.20 | 87.92 | 86.49 | 85.66 | 89.57 | 88.60 | 86.51 | 88.55 | 88.342308 |
| 880 | 87.23 | 89.01 | 86.20 | 89.37 | 88.35 | 89.75 | 88.45 | 88.43 | 88.41 | 88.25 | 89.38 | 88.67 | 87.98 | 87.85 | 87.37 | 89.46 | 87.92 | 89.49 | 89.68 | 88.69 | 88.05 | 87.98 | 87.91 | 87.29 | 87.62 | 87.76 | 88.328846 |
| 626 | 87.30 | 88.49 | 87.41 | 88.41 | 88.08 | 88.82 | 88.53 | 88.19 | 88.23 | 88.50 | 87.45 | 89.28 | 89.90 | 88.29 | 89.22 | 89.16 | 89.04 | 89.29 | 88.30 | 89.70 | 87.02 | 86.62 | 88.50 | 86.84 | 88.20 | 87.21 | 88.306923 |
| 944 | 89.13 | 86.27 | 88.88 | 88.37 | 87.65 | 89.47 | 87.71 | 88.04 | 88.59 | 88.31 | 87.66 | 88.91 | 88.57 | 87.90 | 89.23 | 89.69 | 88.20 | 89.59 | 89.63 | 88.66 | 87.55 | 87.03 | 88.05 | 86.29 | 89.09 | 86.88 | 88.282692 |
| 657 | 89.04 | 87.95 | 88.74 | 88.69 | 87.62 | 88.94 | 88.91 | 88.33 | 87.60 | 88.89 | 89.42 | 89.22 | 88.02 | 89.45 | 88.29 | 88.29 | 88.39 | 90.20 | 88.67 | 87.47 | 86.11 | 85.83 | 87.77 | 86.35 | 88.29 | 88.27 | 88.259615 |
Model performance on validation data (Mann-Whitney U Test)
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues_mw = []
pvalues_real_mw = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
pvalues_real_mw.append(p_value_mw)
pvalues_mw.append((p_value_mw >= 0.05)*1)
dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw
dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')
max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 880 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.23 | 89.01 | 86.20 | 89.37 | 88.35 | 89.75 | 88.45 | 88.43 | 88.41 | 88.25 | 89.38 | 88.67 | 87.98 | 87.85 | 87.37 | 89.46 | 87.92 | 89.49 | 89.68 | 88.69 | 88.05 | 87.98 | 87.91 | 87.29 | 87.62 | 87.76 |
| 881 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.81 | 88.57 | 87.13 | 87.27 | 87.29 | 89.47 | 88.33 | 88.86 | 87.06 | 87.34 | 89.51 | 88.43 | 90.39 | 88.03 | 87.27 | 88.08 | 89.45 | 89.05 | 89.54 | 88.30 | 87.53 | 85.36 | 87.72 | 85.23 | 90.05 | 87.44 |
| 883 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.30 | 87.69 | 87.93 | 89.28 | 89.64 | 88.61 | 87.96 | 87.01 | 87.46 | 88.00 | 89.10 | 89.21 | 89.38 | 88.28 | 87.80 | 88.04 | 88.05 | 87.96 | 90.25 | 90.14 | 89.06 | 86.64 | 89.14 | 89.09 | 88.90 | 88.93 |
| 976 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.58 | 87.89 | 87.54 | 88.29 | 88.79 | 88.90 | 88.41 | 89.25 | 89.06 | 87.39 | 89.15 | 88.28 | 88.98 | 87.28 | 87.66 | 89.18 | 89.29 | 88.44 | 88.93 | 90.06 | 87.99 | 86.81 | 88.34 | 86.71 | 86.91 | 85.33 |
| 592 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.60 | 88.50 | 88.84 | 89.70 | 88.27 | 87.75 | 88.73 | 90.38 | 88.71 | 87.71 | 89.95 | 89.04 | 87.81 | 88.02 | 87.16 | 89.43 | 88.35 | 89.22 | 88.28 | 89.69 | 86.16 | 86.97 | 89.43 | 88.05 | 89.01 | 88.31 |
| 593 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.46 | 89.40 | 87.94 | 88.74 | 87.92 | 89.96 | 87.70 | 88.71 | 88.93 | 87.85 | 90.07 | 88.04 | 89.49 | 88.34 | 88.75 | 88.43 | 87.77 | 88.23 | 89.75 | 89.39 | 88.85 | 84.85 | 88.73 | 89.02 | 87.62 | 86.38 |
| 594 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.91 | 89.21 | 86.96 | 87.31 | 87.67 | 88.51 | 88.28 | 88.05 | 87.68 | 89.06 | 88.68 | 88.87 | 88.42 | 86.72 | 88.97 | 90.48 | 88.46 | 88.08 | 89.67 | 89.88 | 85.10 | 89.09 | 88.23 | 86.70 | 87.25 | 88.74 |
| 689 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.36 | 88.16 | 86.12 | 89.03 | 86.53 | 87.48 | 88.86 | 89.98 | 88.43 | 87.49 | 88.07 | 88.58 | 89.41 | 87.85 | 88.17 | 88.13 | 88.17 | 87.35 | 89.87 | 89.02 | 88.67 | 87.94 | 89.43 | 87.11 | 89.01 | 87.33 |
| 785 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.51 | 88.40 | 87.41 | 88.77 | 87.34 | 88.68 | 86.59 | 87.63 | 88.68 | 88.98 | 88.38 | 89.62 | 89.28 | 86.89 | 88.97 | 88.22 | 87.02 | 87.72 | 89.99 | 89.80 | 88.27 | 86.06 | 87.45 | 85.85 | 89.33 | 84.47 |
| 912 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.13 | 89.36 | 87.28 | 86.26 | 87.91 | 88.96 | 87.25 | 89.23 | 87.64 | 88.59 | 89.78 | 89.69 | 88.81 | 88.03 | 89.17 | 89.24 | 87.58 | 88.98 | 89.99 | 89.73 | 87.82 | 86.06 | 88.19 | 88.47 | 89.23 | 87.64 |
| 914 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.61 | 88.39 | 87.05 | 88.62 | 88.04 | 87.77 | 88.73 | 89.97 | 88.32 | 87.08 | 88.74 | 90.18 | 89.95 | 89.03 | 87.94 | 89.49 | 87.60 | 88.50 | 89.41 | 89.90 | 86.96 | 87.09 | 89.17 | 85.81 | 86.65 | 86.22 |
| 1011 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.88 | 86.86 | 88.20 | 89.53 | 86.20 | 88.37 | 88.68 | 89.35 | 87.41 | 87.98 | 87.66 | 89.11 | 88.83 | 88.51 | 88.73 | 88.26 | 87.86 | 88.91 | 89.50 | 89.43 | 86.05 | 86.23 | 88.97 | 85.40 | 87.59 | 84.56 |
| 624 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.83 | 89.25 | 88.22 | 88.48 | 88.30 | 88.77 | 90.84 | 88.86 | 88.92 | 87.99 | 89.51 | 88.96 | 88.74 | 88.03 | 89.49 | 87.20 | 88.29 | 88.12 | 88.96 | 89.49 | 87.04 | 87.86 | 87.53 | 88.56 | 89.69 | 87.36 |
| 625 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.74 | 89.25 | 87.18 | 88.74 | 88.52 | 89.32 | 87.26 | 87.91 | 88.49 | 88.42 | 90.25 | 88.36 | 87.25 | 88.13 | 87.60 | 89.64 | 88.03 | 88.69 | 88.76 | 88.71 | 87.83 | 86.39 | 86.88 | 85.66 | 89.45 | 88.93 |
| 626 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.30 | 88.49 | 87.41 | 88.41 | 88.08 | 88.82 | 88.53 | 88.19 | 88.23 | 88.50 | 87.45 | 89.28 | 89.90 | 88.29 | 89.22 | 89.16 | 89.04 | 89.29 | 88.30 | 89.70 | 87.02 | 86.62 | 88.50 | 86.84 | 88.20 | 87.21 |
| 720 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.97 | 88.70 | 88.15 | 89.37 | 87.12 | 88.74 | 88.80 | 88.05 | 87.45 | 88.02 | 88.27 | 88.90 | 89.14 | 87.25 | 86.94 | 89.88 | 89.25 | 87.99 | 88.95 | 89.23 | 88.67 | 84.55 | 88.17 | 85.96 | 88.95 | 85.49 |
| 722 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.67 | 89.56 | 87.78 | 87.96 | 87.80 | 89.40 | 89.24 | 86.43 | 87.45 | 88.27 | 90.11 | 88.93 | 87.89 | 87.30 | 87.94 | 89.08 | 88.46 | 87.34 | 89.21 | 89.46 | 88.80 | 86.72 | 88.67 | 87.07 | 86.31 | 88.25 |
| 723 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.74 | 89.10 | 87.23 | 87.22 | 88.23 | 89.71 | 89.03 | 89.05 | 87.87 | 88.07 | 89.98 | 87.70 | 89.38 | 87.81 | 87.19 | 89.51 | 88.24 | 86.32 | 88.82 | 88.39 | 86.85 | 86.51 | 88.12 | 90.21 | 86.72 | 88.30 |
| 944 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.13 | 86.27 | 88.88 | 88.37 | 87.65 | 89.47 | 87.71 | 88.04 | 88.59 | 88.31 | 87.66 | 88.91 | 88.57 | 87.90 | 89.23 | 89.69 | 88.20 | 89.59 | 89.63 | 88.66 | 87.55 | 87.03 | 88.05 | 86.29 | 89.09 | 86.88 |
| 945 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.84 | 89.49 | 90.43 | 88.18 | 88.42 | 89.03 | 87.39 | 88.30 | 88.86 | 85.99 | 89.92 | 90.73 | 87.73 | 87.87 | 87.46 | 88.47 | 88.21 | 88.20 | 90.00 | 88.59 | 85.96 | 88.46 | 89.49 | 86.61 | 86.70 | 86.30 |
| 947 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.89 | 88.44 | 87.91 | 87.03 | 87.66 | 90.21 | 88.65 | 87.63 | 88.21 | 87.99 | 89.28 | 89.77 | 89.53 | 88.33 | 88.04 | 88.78 | 87.42 | 90.00 | 88.57 | 89.16 | 87.37 | 88.50 | 87.27 | 85.68 | 86.66 | 87.13 |
| 1041 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.79 | 88.99 | 86.78 | 87.83 | 88.48 | 88.44 | 88.43 | 89.34 | 88.32 | 87.79 | 88.75 | 89.69 | 87.31 | 90.30 | 89.11 | 88.73 | 88.62 | 88.01 | 90.02 | 89.02 | 88.07 | 87.04 | 87.65 | 85.24 | 86.86 | 87.37 |
| 1043 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.13 | 89.57 | 87.28 | 88.19 | 88.31 | 89.92 | 87.48 | 89.11 | 87.70 | 87.25 | 89.40 | 89.47 | 89.57 | 86.85 | 88.63 | 88.78 | 88.31 | 88.08 | 88.84 | 89.09 | 89.22 | 89.45 | 88.37 | 85.15 | 85.28 | 86.25 |
| 656 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.39 | 89.68 | 88.17 | 88.50 | 89.11 | 89.71 | 87.40 | 86.19 | 89.29 | 88.46 | 90.40 | 88.22 | 87.71 | 88.69 | 89.61 | 86.79 | 87.89 | 90.19 | 88.20 | 87.92 | 86.49 | 85.66 | 89.57 | 88.60 | 86.51 | 88.55 |
| 657 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.04 | 87.95 | 88.74 | 88.69 | 87.62 | 88.94 | 88.91 | 88.33 | 87.60 | 88.89 | 89.42 | 89.22 | 88.02 | 89.45 | 88.29 | 88.29 | 88.39 | 90.20 | 88.67 | 87.47 | 86.11 | 85.83 | 87.77 | 86.35 | 88.29 | 88.27 |
| 658 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.33 | 89.60 | 87.51 | 89.73 | 88.09 | 88.17 | 88.75 | 89.43 | 87.01 | 87.58 | 89.16 | 89.80 | 87.05 | 89.27 | 88.18 | 88.01 | 90.05 | 88.01 | 89.72 | 89.12 | 87.43 | 86.39 | 87.79 | 85.54 | 87.22 | 86.15 |
| 752 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.86 | 88.75 | 86.61 | 89.47 | 87.95 | 88.40 | 87.57 | 90.03 | 87.56 | 88.02 | 89.04 | 89.87 | 88.63 | 88.70 | 88.92 | 89.67 | 87.24 | 88.21 | 89.49 | 87.71 | 86.00 | 86.39 | 88.97 | 85.65 | 87.55 | 85.25 |
| 755 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.09 | 86.74 | 89.15 | 89.76 | 88.42 | 88.51 | 88.73 | 89.16 | 89.21 | 86.91 | 89.42 | 89.63 | 87.42 | 87.57 | 87.36 | 87.80 | 88.18 | 89.18 | 89.19 | 88.68 | 88.43 | 86.17 | 87.40 | 86.62 | 85.32 | 82.65 |
Size of the All data: (144, 29)
Size of the Sig data: (28, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 6 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.30 | 89.35 | 90.56 | 90.72 | 88.64 | 88.94 | 90.32 | 89.11 | 90.20 | 88.48 | 90.38 | 90.34 | 91.00 | 90.54 | 88.22 | 90.19 | 90.31 | 91.17 | 91.28 | 91.53 | 91.52 | 89.43 | 92.15 | 89.59 | 90.88 | 90.73 |
| 22 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.62 | 87.06 | 87.42 | 88.33 | 91.31 | 90.30 | 90.30 | 89.49 | 88.17 | 86.60 | 89.82 | 91.66 | 90.25 | 90.41 | 92.02 | 89.62 | 90.61 | 89.66 | 90.19 | 87.45 | 90.76 | 88.79 | 90.06 | 89.28 | 91.61 | 89.06 |
| 2 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.06 | 89.94 | 89.55 | 91.12 | 90.80 | 89.02 | 90.27 | 89.82 | 90.18 | 90.21 | 91.75 | 88.31 | 90.73 | 88.94 | 89.82 | 90.46 | 90.60 | 88.23 | 90.50 | 90.96 | 91.09 | 89.73 | 91.38 | 90.95 | 91.73 | 89.33 |
| 21 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 89.61 | 90.28 | 90.11 | 90.53 | 91.28 | 87.96 | 88.24 | 90.23 | 90.73 | 88.39 | 92.33 | 86.93 | 90.30 | 88.08 | 88.58 | 90.40 | 92.31 | 87.98 | 91.05 | 89.96 | 88.73 | 88.10 | 90.69 | 89.24 | 89.69 | 86.47 |
| 1 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.47 | 90.85 | 91.20 | 90.33 | 90.72 | 89.37 | 90.82 | 89.44 | 90.10 | 90.75 | 91.81 | 87.67 | 87.50 | 89.03 | 88.52 | 91.38 | 91.02 | 87.06 | 89.02 | 90.84 | 89.47 | 90.28 | 92.47 | 90.36 | 90.03 | 90.30 |
| 3 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.09 | 89.08 | 91.31 | 88.50 | 90.93 | 88.12 | 88.43 | 88.34 | 89.03 | 89.13 | 90.22 | 86.26 | 88.42 | 91.09 | 90.61 | 89.85 | 89.80 | 88.64 | 89.68 | 87.51 | 89.84 | 86.03 | 91.83 | 90.27 | 88.90 | 88.38 |
| 14 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 90.70 | 88.82 | 89.47 | 89.66 | 89.56 | 89.01 | 90.81 | 89.37 | 91.57 | 88.43 | 89.41 | 87.25 | 87.52 | 87.17 | 88.38 | 90.75 | 90.19 | 88.70 | 91.13 | 90.57 | 88.90 | 91.22 | 91.09 | 89.63 | 90.92 | 88.83 |
| 10 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.89 | 90.92 | 87.64 | 89.06 | 89.72 | 85.82 | 88.95 | 91.58 | 89.16 | 90.47 | 88.90 | 88.11 | 90.03 | 89.67 | 89.84 | 90.13 | 91.49 | 86.87 | 91.03 | 89.93 | 90.34 | 90.39 | 92.00 | 88.69 | 91.75 | 91.04 |
| 25 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 90.03 | 89.94 | 91.82 | 90.53 | 89.98 | 89.79 | 90.12 | 90.23 | 89.84 | 89.92 | 91.33 | 88.68 | 92.00 | 89.92 | 87.47 | 90.51 | 87.89 | 89.94 | 90.41 | 88.33 | 91.65 | 87.68 | 89.45 | 88.60 | 90.77 | 88.20 |
| 4 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.02 | 90.50 | 92.06 | 89.15 | 89.00 | 89.86 | 90.77 | 90.59 | 89.13 | 90.55 | 91.48 | 89.88 | 89.24 | 91.06 | 89.74 | 91.34 | 91.31 | 91.99 | 92.55 | 90.04 | 91.05 | 90.26 | 92.94 | 91.75 | 90.44 | 90.26 |
| 18 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.38 | 91.87 | 91.05 | 89.54 | 91.87 | 90.79 | 91.25 | 89.09 | 90.90 | 89.37 | 91.30 | 91.56 | 91.17 | 91.28 | 90.25 | 89.77 | 90.76 | 91.32 | 89.69 | 90.31 | 90.30 | 89.97 | 92.14 | 90.50 | 89.74 | 88.19 |
| 26 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 92.01 | 88.91 | 91.88 | 90.95 | 89.33 | 88.89 | 91.05 | 90.85 | 89.09 | 89.03 | 87.31 | 90.41 | 89.47 | 91.15 | 91.29 | 90.49 | 89.70 | 91.94 | 92.52 | 91.94 | 90.02 | 90.76 | 92.07 | 89.52 | 92.02 | 88.53 |
| 0 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.60 | 91.80 | 91.85 | 90.32 | 90.22 | 90.76 | 90.26 | 90.04 | 88.19 | 91.03 | 91.77 | 88.85 | 88.67 | 89.18 | 90.59 | 89.10 | 89.65 | 89.19 | 90.35 | 89.48 | 91.58 | 90.95 | 91.44 | 91.23 | 92.51 | 87.19 |
| 17 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.34 | 90.07 | 91.55 | 91.30 | 91.42 | 91.93 | 90.58 | 89.21 | 91.09 | 89.58 | 93.67 | 89.67 | 90.76 | 92.30 | 89.84 | 89.73 | 89.24 | 90.86 | 92.46 | 91.46 | 90.54 | 90.41 | 91.22 | 87.95 | 93.22 | 91.34 |
| 7 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 90.80 | 89.63 | 90.81 | 89.40 | 91.31 | 92.77 | 91.16 | 90.10 | 91.64 | 89.61 | 89.66 | 90.55 | 91.85 | 89.43 | 90.58 | 90.13 | 92.17 | 90.29 | 91.48 | 91.31 | 90.46 | 88.99 | 92.61 | 88.23 | 91.08 | 88.33 |
| 23 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 91.80 | 89.28 | 92.02 | 89.92 | 90.42 | 89.29 | 90.53 | 90.69 | 91.50 | 90.19 | 90.52 | 90.46 | 89.83 | 90.61 | 91.32 | 89.64 | 90.79 | 91.10 | 91.38 | 91.59 | 91.56 | 88.66 | 90.75 | 90.32 | 91.39 | 88.86 |
| 19 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.89 | 91.14 | 89.66 | 88.44 | 90.27 | 92.50 | 91.08 | 89.52 | 90.77 | 90.07 | 91.08 | 90.99 | 89.95 | 90.64 | 91.58 | 89.89 | 89.67 | 88.91 | 92.98 | 91.05 | 91.53 | 90.95 | 91.32 | 89.51 | 91.47 | 90.83 |
| 11 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 91.34 | 89.86 | 92.21 | 85.94 | 90.47 | 91.54 | 89.82 | 91.99 | 90.25 | 91.80 | 93.37 | 90.66 | 90.60 | 90.63 | 89.62 | 90.09 | 89.75 | 89.66 | 90.70 | 91.55 | 90.42 | 88.33 | 93.87 | 91.29 | 89.41 | 89.60 |
| 8 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 92.46 | 89.33 | 91.60 | 89.33 | 90.68 | 91.03 | 90.58 | 90.38 | 90.80 | 90.53 | 91.26 | 90.72 | 90.31 | 91.18 | 90.25 | 91.81 | 91.30 | 91.08 | 91.98 | 89.98 | 89.25 | 90.48 | 92.61 | 89.27 | 90.84 | 89.37 |
| 16 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.07 | 93.06 | 92.49 | 90.10 | 92.33 | 91.17 | 91.33 | 90.53 | 90.44 | 88.87 | 91.99 | 89.81 | 90.99 | 89.48 | 89.27 | 91.19 | 91.32 | 91.83 | 92.80 | 91.56 | 90.34 | 90.59 | 91.94 | 90.97 | 90.14 | 89.04 |
| 12 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 91.50 | 92.58 | 91.34 | 91.16 | 90.12 | 91.90 | 90.80 | 90.98 | 90.40 | 89.70 | 91.96 | 91.26 | 91.21 | 92.93 | 90.15 | 89.86 | 91.30 | 92.46 | 91.91 | 90.08 | 92.11 | 91.29 | 91.87 | 89.67 | 92.28 | 89.57 |
| 13 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.57 | 92.98 | 91.90 | 89.79 | 93.14 | 89.03 | 90.14 | 89.61 | 90.40 | 91.41 | 89.81 | 91.74 | 88.99 | 91.21 | 90.85 | 91.66 | 90.80 | 91.92 | 92.26 | 92.91 | 90.59 | 90.89 | 90.79 | 89.98 | 91.70 | 90.79 |
| 15 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 93.03 | 92.27 | 92.97 | 90.81 | 91.43 | 90.83 | 91.71 | 90.49 | 89.91 | 90.78 | 91.57 | 90.55 | 91.07 | 90.03 | 90.85 | 90.38 | 92.49 | 90.81 | 90.57 | 89.37 | 92.63 | 90.81 | 93.45 | 90.27 | 90.54 | 87.71 |
| 5 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.34 | 91.98 | 90.95 | 89.79 | 91.76 | 91.08 | 91.38 | 90.56 | 93.00 | 91.02 | 93.03 | 90.73 | 89.06 | 91.03 | 90.85 | 90.41 | 90.58 | 90.96 | 91.67 | 90.54 | 89.48 | 89.58 | 92.09 | 91.36 | 88.23 | 92.32 |
| 9 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.10 | 92.05 | 93.21 | 91.33 | 90.33 | 92.04 | 89.95 | 90.99 | 90.56 | 90.80 | 91.04 | 90.17 | 88.58 | 91.53 | 89.85 | 90.49 | 91.84 | 91.01 | 91.65 | 84.31 | 90.38 | 89.80 | 92.55 | 91.63 | 92.65 | 88.71 |
| 20 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.30 | 89.72 | 90.55 | 91.50 | 89.86 | 89.43 | 91.34 | 91.95 | 85.48 | 92.67 | 89.72 | 88.13 | 90.66 | 91.82 | 89.51 | 90.11 | 91.35 | 90.38 | 93.25 | 91.42 | 91.29 | 89.16 | 90.83 | 88.72 | 92.28 | 89.11 |
| 24 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 91.28 | 91.81 | 89.67 | 90.82 | 90.69 | 88.98 | 88.15 | 91.76 | 91.54 | 90.20 | 90.89 | 92.60 | 90.58 | 91.87 | 90.98 | 91.43 | 92.07 | 92.74 | 93.50 | 91.90 | 90.04 | 90.57 | 92.50 | 91.09 | 92.69 | 89.76 |
| 27 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 91.47 | 91.50 | 91.42 | 90.47 | 91.90 | 88.69 | 89.07 | 92.30 | 90.65 | 89.93 | 91.30 | 91.28 | 90.57 | 90.25 | 89.75 | 91.53 | 92.30 | 93.47 | 93.33 | 90.95 | 90.12 | 89.60 | 92.12 | 90.33 | 89.05 | 87.41 |
Size of the test data: (28, 34)
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_19 | 89.292500 | 0.590365 |
| mAP_valid_abs_values_11 | 89.160357 | 0.812429 |
| mAP_valid_abs_values_12 | 89.112857 | 0.692745 |
| mAP_valid_abs_values_20 | 89.086786 | 0.705166 |
| mAP_valid_abs_values_6 | 88.920357 | 0.703912 |
| mAP_valid_abs_values_16 | 88.782857 | 0.849893 |
| mAP_valid_abs_values_13 | 88.663214 | 0.919021 |
| mAP_valid_abs_values_2 | 88.616786 | 0.899539 |
| mAP_valid_abs_values_8 | 88.603571 | 1.040257 |
| mAP_valid_abs_values_18 | 88.548214 | 0.907781 |
| mAP_valid_abs_values_4 | 88.503571 | 0.901399 |
| mAP_valid_abs_values_23 | 88.318214 | 0.747480 |
| mAP_valid_abs_values_7 | 88.310357 | 0.832353 |
| mAP_valid_abs_values_17 | 88.262143 | 0.679315 |
| mAP_valid_abs_values_15 | 88.256071 | 0.802428 |
| mAP_valid_abs_values_9 | 88.162500 | 0.665936 |
| mAP_valid_abs_values | 88.147143 | 0.812216 |
| mAP_valid_abs_values_14 | 88.091786 | 0.805546 |
| mAP_valid_abs_values_5 | 87.989643 | 0.707376 |
| mAP_valid_abs_values_10 | 87.935000 | 0.667047 |
| mAP_valid_abs_values_25 | 87.784643 | 1.321205 |
| mAP_valid_abs_values_3 | 87.715357 | 0.934466 |
| mAP_valid_abs_values_21 | 87.476786 | 1.098433 |
| mAP_valid_abs_values_26 | 86.908929 | 1.527975 |
| mAP_valid_abs_values_24 | 86.812857 | 1.375421 |
| mAP_valid_abs_values_22 | 86.808929 | 1.180051 |
We then apply the hyperparameters to the test set and average the results.
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_23 | 91.793929 | 0.979514 |
| mAP_test_abs_values_19 | 91.475714 | 1.193521 |
| mAP_test_abs_values_11 | 91.024286 | 1.378191 |
| mAP_test_abs_values_3 | 91.009643 | 1.388094 |
| mAP_test_abs_values_25 | 90.998571 | 1.268761 |
| mAP_test_abs_values_17 | 90.807500 | 1.077815 |
| mAP_test_abs_values_5 | 90.696071 | 1.022935 |
| mAP_test_abs_values | 90.645357 | 1.160075 |
| mAP_test_abs_values_2 | 90.592143 | 1.459651 |
| mAP_test_abs_values_21 | 90.571071 | 0.953467 |
| mAP_test_abs_values_14 | 90.445000 | 1.269513 |
| mAP_test_abs_values_16 | 90.440714 | 0.705434 |
| average_map | 90.419849 | 0.533081 |
| mAP_test_abs_values_18 | 90.363214 | 1.688646 |
| mAP_test_abs_values_8 | 90.330000 | 0.991938 |
| mAP_test_abs_values_7 | 90.328929 | 0.970106 |
| mAP_test_abs_values_20 | 90.315357 | 1.737611 |
| mAP_test_abs_values_9 | 90.168571 | 1.407119 |
| mAP_test_abs_values_13 | 90.046786 | 1.180267 |
| mAP_test_abs_values_6 | 90.030000 | 1.584581 |
| mAP_test_abs_values_15 | 90.020714 | 1.086233 |
| mAP_test_abs_values_24 | 90.007143 | 1.048392 |
| mAP_test_abs_values_10 | 89.982857 | 1.215931 |
| mAP_test_abs_values_4 | 89.958571 | 1.198875 |
| mAP_test_abs_values_12 | 89.829643 | 1.616348 |
| mAP_test_abs_values_22 | 89.775000 | 1.220778 |
| mAP_test_abs_values_26 | 89.259286 | 1.353711 |
Code
def extract_number(text):
if isinstance(text, str):
matches = re.findall(r'\d+', text)
return int(matches[0]) if matches else 1
return 1
res_valid_mwu_48['id'] = res_valid_mwu_48.index.to_series().apply(extract_number)
res_test_mwu_48['id'] = res_test_mwu_48.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid_mwu_48,res_test_mwu_48])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test_mwu_48 = res_test_mwu_48.sort_values(by=['id']).reset_index().query("index !='average_map'")
res_valid_mwu_48 = res_valid_mwu_48.reset_index(drop=True)
res_valid_mwu_48.columns = ['valid_score', 'std', 'id']
res_valid_mwu_48 = res_valid_mwu_48[['valid_score', 'id']]
res_test_mwu_48.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_48 = res_test_mwu_48[['test_score', 'id']]
result_merged_mwu_48 = pd.merge(res_valid_mwu_48,res_test_mwu_48,on='id')
result_merged_mwu_48.sort_values(by=['valid_score'], ascending=False,inplace=True)
result_merged_mwu_48 = result_merged_mwu_48[['id','valid_score','test_score']]
html_table = result_merged_mwu_48.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))| id | valid_score | test_score | |
|---|---|---|---|
| 0 | 19 | 89.292500 | 91.475714 |
| 1 | 11 | 89.160357 | 91.024286 |
| 2 | 12 | 89.112857 | 89.829643 |
| 3 | 20 | 89.086786 | 90.315357 |
| 4 | 6 | 88.920357 | 90.030000 |
| 5 | 16 | 88.782857 | 90.440714 |
| 6 | 13 | 88.663214 | 90.046786 |
| 7 | 2 | 88.616786 | 90.592143 |
| 8 | 8 | 88.603571 | 90.330000 |
| 9 | 18 | 88.548214 | 90.363214 |
| 10 | 4 | 88.503571 | 89.958571 |
| 11 | 23 | 88.318214 | 91.793929 |
| 12 | 7 | 88.310357 | 90.328929 |
| 13 | 17 | 88.262143 | 90.807500 |
| 14 | 15 | 88.256071 | 90.020714 |
| 15 | 9 | 88.162500 | 90.168571 |
| 16 | 1 | 88.147143 | 90.645357 |
| 17 | 14 | 88.091786 | 90.445000 |
| 18 | 5 | 87.989643 | 90.696071 |
| 19 | 10 | 87.935000 | 89.982857 |
| 20 | 25 | 87.784643 | 90.998571 |
| 21 | 3 | 87.715357 | 91.009643 |
| 22 | 21 | 87.476786 | 90.571071 |
| 23 | 26 | 86.908929 | 89.259286 |
| 24 | 24 | 86.812857 | 90.007143 |
| 25 | 22 | 86.808929 | 89.775000 |
Code
#%%
dt_valid = pd.read_csv(f"final paper results/merged_validation_runs_wide_format_abs_30082024_top100_{layer_vsn}.csv")
dt_test = pd.read_csv(f"final paper results/merged_test_runs_wide_format_abs_30082024_top100_{layer_vsn}.csv")
output_size = 32
query = (
"output_size == @output_size "
)
dt_valid = dt_valid.query(query)
dt_test = dt_test.query(query)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | 372 | 32 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 84.85 | 82.32 | 83.97 | 83.80 | 85.71 | 83.08 | 84.04 | 79.00 | 84.23 | 85.76 | 86.99 | 85.59 | 88.17 | 84.86 | 82.52 | 86.51 | 81.55 | 85.73 | 86.57 | 85.11 | 83.94 | 83.06 | 80.57 | 84.54 | 83.34 | 84.69 |
| 9 | 372 | 32 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.28 | 86.56 | 86.91 | 86.94 | 84.78 | 85.29 | 86.13 | 85.31 | 85.45 | 86.64 | 87.60 | 86.25 | 86.94 | 82.76 | 85.90 | 86.75 | 86.15 | 87.01 | 88.24 | 85.92 | 83.56 | 83.35 | 85.60 | 84.46 | 87.88 | 84.35 |
| 10 | 372 | 32 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 85.25 | 85.48 | 85.69 | 86.91 | 86.18 | 88.02 | 85.78 | 85.26 | 88.08 | 86.42 | 83.32 | 87.85 | 85.31 | 86.36 | 87.73 | 86.05 | 85.13 | 85.02 | 84.27 | 84.49 | 85.32 | 84.28 | 83.26 | 84.54 | 84.25 | 85.81 |
| 11 | 372 | 32 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.04 | 86.41 | 86.31 | 85.35 | 83.63 | 86.74 | 87.21 | 84.18 | 83.19 | 81.79 | 87.49 | 87.37 | 86.48 | 87.60 | 86.34 | 86.86 | 82.95 | 85.93 | 86.58 | 86.04 | 84.80 | 82.88 | 85.03 | 83.79 | 84.32 | 82.65 |
| 40 | 372 | 32 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.63 | 85.69 | 85.66 | 85.72 | 85.59 | 86.11 | 86.87 | 83.19 | 86.31 | 86.62 | 88.12 | 87.44 | 86.12 | 82.09 | 85.99 | 86.77 | 85.73 | 87.49 | 84.92 | 85.20 | 82.73 | 83.51 | 85.07 | 82.20 | 81.24 | 82.01 |
| 41 | 372 | 32 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 24.01 | 87.50 | 87.11 | 86.60 | 86.79 | 85.49 | 85.95 | 85.56 | 86.91 | 86.52 | 88.90 | 88.76 | 87.84 | 85.33 | 84.63 | 86.69 | 85.92 | 87.31 | 85.83 | 85.50 | 84.36 | 83.61 | 83.91 | 84.52 | 84.77 | 83.83 |
| 42 | 372 | 32 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 85.15 | 86.87 | 24.01 | 85.27 | 87.17 | 86.72 | 86.42 | 86.99 | 88.41 | 84.99 | 86.52 | 85.37 | 86.87 | 88.10 | 87.73 | 85.21 | 85.73 | 84.86 | 86.69 | 87.80 | 85.97 | 82.84 | 83.77 | 84.11 | 86.83 | 84.05 |
| 43 | 372 | 32 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 85.78 | 88.49 | 85.69 | 87.30 | 87.33 | 86.03 | 86.78 | 85.33 | 85.09 | 87.07 | 86.98 | 87.80 | 87.22 | 87.12 | 85.97 | 87.64 | 87.66 | 24.01 | 87.07 | 24.01 | 84.53 | 85.48 | 83.76 | 85.62 | 84.43 | 87.53 |
| 72 | 372 | 32 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 82.53 | 85.17 | 85.79 | 85.38 | 85.58 | 85.08 | 84.53 | 84.07 | 82.83 | 86.26 | 87.79 | 86.47 | 85.65 | 85.69 | 89.25 | 86.56 | 86.73 | 88.00 | 86.97 | 87.94 | 81.39 | 85.19 | 82.67 | 81.02 | 82.46 | 82.12 |
| 73 | 372 | 32 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 85.10 | 85.07 | 86.57 | 87.99 | 85.58 | 87.35 | 85.95 | 85.80 | 87.40 | 86.68 | 86.30 | 90.90 | 85.37 | 88.41 | 88.14 | 84.59 | 84.06 | 86.45 | 88.05 | 88.37 | 84.41 | 84.50 | 83.17 | 83.98 | 83.29 | 83.52 |
| 74 | 372 | 32 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 85.32 | 87.71 | 85.52 | 84.26 | 86.64 | 86.30 | 84.37 | 84.10 | 84.89 | 84.07 | 85.40 | 85.15 | 86.95 | 86.52 | 82.83 | 86.46 | 87.28 | 87.26 | 89.47 | 85.28 | 83.76 | 84.19 | 82.98 | 84.31 | 82.93 | 83.90 |
| 75 | 372 | 32 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 85.12 | 86.76 | 84.12 | 87.97 | 85.50 | 85.07 | 84.23 | 85.74 | 87.53 | 85.93 | 84.91 | 86.77 | 85.94 | 86.92 | 86.28 | 85.89 | 86.62 | 84.70 | 88.10 | 88.30 | 85.05 | 83.26 | 82.06 | 82.45 | 84.36 | 82.29 |
| 104 | 372 | 32 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 85.40 | 84.52 | 84.65 | 84.45 | 82.62 | 83.54 | 85.74 | 87.21 | 87.86 | 85.04 | 88.16 | 87.48 | 85.15 | 86.81 | 82.49 | 87.00 | 86.85 | 86.31 | 85.12 | 86.72 | 85.19 | 82.50 | 86.76 | 81.26 | 82.22 | 82.35 |
| 105 | 372 | 32 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.77 | 86.59 | 87.38 | 85.85 | 86.36 | 86.33 | 86.41 | 83.41 | 86.26 | 85.88 | 88.40 | 88.60 | 87.81 | 88.05 | 87.44 | 88.10 | 86.81 | 87.28 | 87.85 | 87.82 | 84.85 | 85.83 | 84.08 | 85.64 | 84.56 | 83.93 |
| 106 | 372 | 32 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 80.86 | 85.89 | 85.88 | 85.29 | 85.88 | 85.25 | 85.29 | 84.02 | 85.94 | 86.71 | 86.16 | 88.09 | 86.21 | 86.60 | 86.32 | 85.91 | 85.45 | 86.14 | 88.15 | 86.79 | 81.93 | 85.06 | 83.24 | 84.21 | 84.79 | 83.44 |
| 107 | 372 | 32 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 86.33 | 87.44 | 86.42 | 88.36 | 88.19 | 84.56 | 86.92 | 87.00 | 87.55 | 86.72 | 88.57 | 87.47 | 86.02 | 85.74 | 87.42 | 85.83 | 86.58 | 87.13 | 89.09 | 85.90 | 84.47 | 81.85 | 84.54 | 85.86 | 84.43 | 83.50 |
| 136 | 372 | 32 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 85.45 | 85.85 | 84.28 | 85.46 | 81.99 | 85.71 | 85.86 | 86.21 | 86.53 | 82.95 | 86.00 | 86.56 | 83.89 | 85.97 | 84.29 | 90.13 | 86.45 | 83.30 | 86.04 | 86.09 | 83.08 | 82.95 | 83.54 | 79.91 | 84.98 | 79.77 |
| 137 | 372 | 32 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 85.93 | 85.82 | 84.28 | 87.24 | 85.93 | 84.82 | 84.09 | 86.28 | 86.56 | 85.20 | 86.89 | 86.58 | 86.71 | 85.38 | 86.00 | 88.89 | 85.58 | 85.84 | 86.06 | 86.96 | 84.63 | 83.25 | 84.24 | 85.47 | 84.11 | 85.47 |
| 138 | 372 | 32 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 84.95 | 86.67 | 86.96 | 85.18 | 85.60 | 86.22 | 83.70 | 86.81 | 86.31 | 86.40 | 86.67 | 87.46 | 87.37 | 86.82 | 88.88 | 84.30 | 87.58 | 87.44 | 86.42 | 84.31 | 84.95 | 84.99 | 88.21 | 84.34 | 82.59 | 85.77 |
| 139 | 372 | 32 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 84.71 | 86.87 | 83.83 | 84.12 | 86.91 | 86.38 | 86.78 | 86.06 | 86.93 | 85.85 | 86.89 | 86.58 | 86.64 | 86.62 | 86.14 | 87.95 | 85.49 | 87.71 | 85.11 | 86.86 | 83.42 | 84.47 | 83.11 | 85.28 | 83.79 | 87.25 |
| 168 | 372 | 32 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 84.93 | 84.82 | 85.94 | 83.96 | 85.18 | 84.70 | 86.14 | 85.54 | 83.47 | 86.75 | 88.80 | 86.91 | 85.92 | 86.51 | 82.61 | 85.15 | 88.23 | 86.17 | 87.21 | 88.37 | 83.07 | 85.20 | 81.72 | 85.67 | 82.80 | 83.41 |
| 169 | 372 | 32 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 84.25 | 85.13 | 85.77 | 85.86 | 85.59 | 87.32 | 85.00 | 86.16 | 86.49 | 88.56 | 87.38 | 87.34 | 86.93 | 86.67 | 87.00 | 84.89 | 88.05 | 88.12 | 84.56 | 86.03 | 84.22 | 84.67 | 84.83 | 82.23 | 81.47 | 83.75 |
| 170 | 372 | 32 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 85.68 | 86.43 | 85.11 | 84.85 | 86.58 | 87.15 | 86.00 | 86.01 | 86.87 | 86.23 | 84.86 | 87.60 | 85.37 | 84.65 | 85.94 | 85.65 | 84.23 | 86.90 | 83.72 | 84.72 | 84.09 | 82.90 | 84.16 | 83.82 | 84.65 | 84.74 |
| 171 | 372 | 32 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 86.04 | 85.38 | 86.86 | 87.11 | 85.29 | 86.72 | 87.31 | 86.72 | 84.11 | 86.41 | 87.68 | 85.06 | 88.42 | 84.68 | 86.30 | 86.17 | 86.35 | 85.61 | 86.67 | 87.06 | 84.33 | 85.51 | 82.42 | 84.22 | 82.82 | 83.44 |
| 200 | 372 | 32 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 83.75 | 86.69 | 85.49 | 85.41 | 86.79 | 86.85 | 87.15 | 86.67 | 84.42 | 87.73 | 88.38 | 86.63 | 87.84 | 84.23 | 86.51 | 87.47 | 86.74 | 86.83 | 85.34 | 87.56 | 61.11 | 64.66 | 81.78 | 85.68 | 84.35 | 83.75 |
| 201 | 372 | 32 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 85.11 | 86.93 | 86.32 | 86.71 | 86.09 | 86.75 | 86.06 | 86.18 | 88.14 | 86.62 | 87.73 | 88.77 | 86.78 | 86.43 | 86.59 | 87.61 | 84.93 | 87.04 | 88.13 | 85.92 | 85.54 | 87.92 | 84.29 | 85.24 | 83.99 | 85.32 |
| 202 | 372 | 32 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 86.09 | 88.00 | 85.41 | 85.58 | 85.25 | 88.13 | 86.03 | 88.28 | 87.66 | 87.73 | 89.27 | 86.87 | 87.08 | 88.47 | 85.43 | 86.62 | 87.63 | 87.46 | 86.95 | 87.46 | 84.91 | 84.81 | 86.60 | 57.46 | 85.82 | 85.57 |
| 203 | 372 | 32 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 85.79 | 86.02 | 83.93 | 82.79 | 83.97 | 87.22 | 85.93 | 87.02 | 88.38 | 86.23 | 75.37 | 87.71 | 86.69 | 85.61 | 87.11 | 87.26 | 72.92 | 89.17 | 88.24 | 87.63 | 85.72 | 85.53 | 85.90 | 86.32 | 85.33 | 86.90 |
| 232 | 372 | 32 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 83.84 | 86.47 | 86.17 | 87.17 | 84.28 | 84.33 | 87.10 | 85.86 | 86.69 | 86.01 | 88.44 | 87.45 | 88.50 | 87.90 | 84.16 | 88.31 | 86.69 | 86.02 | 87.21 | 85.10 | 78.93 | 84.33 | 88.44 | 85.94 | 84.60 | 85.64 |
| 233 | 372 | 32 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 86.05 | 86.73 | 87.64 | 84.65 | 85.84 | 88.02 | 24.01 | 87.93 | 87.27 | 85.52 | 87.70 | 88.37 | 88.71 | 85.19 | 84.98 | 88.45 | 86.73 | 87.99 | 87.99 | 87.07 | 84.19 | 84.97 | 86.22 | 87.42 | 87.93 | 85.68 |
| 234 | 372 | 32 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 84.30 | 85.16 | 84.71 | 83.11 | 85.83 | 87.55 | 87.51 | 86.81 | 86.74 | 87.49 | 87.98 | 86.04 | 87.44 | 84.94 | 86.84 | 85.07 | 86.69 | 73.80 | 88.42 | 87.38 | 85.27 | 84.27 | 87.34 | 88.65 | 85.17 | 85.68 |
| 235 | 372 | 32 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 86.94 | 86.67 | 87.80 | 84.45 | 85.16 | 86.36 | 85.69 | 86.50 | 74.58 | 87.25 | 89.52 | 87.56 | 88.43 | 82.31 | 86.58 | 86.09 | 87.70 | 85.82 | 86.39 | 84.49 | 85.51 | 83.17 | 83.12 | 86.74 | 85.29 | 86.14 |
| 264 | 372 | 32 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 86.61 | 85.41 | 87.12 | 87.76 | 84.36 | 85.89 | 87.81 | 86.58 | 88.63 | 86.10 | 87.87 | 87.51 | 88.33 | 88.22 | 85.69 | 86.34 | 85.11 | 84.86 | 87.88 | 87.78 | 84.70 | 85.69 | 86.17 | 83.44 | 86.76 | 83.52 |
| 265 | 372 | 32 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 82.66 | 87.44 | 85.43 | 87.69 | 87.07 | 85.95 | 85.79 | 85.20 | 86.79 | 87.94 | 88.94 | 83.66 | 87.35 | 85.23 | 88.71 | 86.74 | 88.18 | 86.88 | 86.85 | 85.77 | 85.28 | 85.56 | 85.71 | 84.89 | 85.14 | 86.96 |
| 266 | 372 | 32 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 86.83 | 83.43 | 86.02 | 86.12 | 84.59 | 88.43 | 86.64 | 86.32 | 86.75 | 87.14 | 88.84 | 87.63 | 87.82 | 85.82 | 86.91 | 84.70 | 85.02 | 86.36 | 84.53 | 87.12 | 87.18 | 85.20 | 85.30 | 87.13 | 86.20 | 85.39 |
| 267 | 372 | 32 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 85.25 | 84.86 | 86.01 | 84.40 | 84.92 | 87.18 | 89.63 | 87.28 | 88.55 | 86.69 | 88.03 | 87.22 | 84.29 | 88.52 | 82.46 | 87.46 | 89.17 | 83.57 | 85.45 | 84.97 | 83.83 | 86.02 | 85.83 | 86.18 | 85.42 | 84.35 |
| 296 | 372 | 32 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 82.71 | 86.02 | 83.94 | 83.64 | 84.81 | 86.40 | 84.97 | 85.34 | 83.96 | 85.50 | 88.21 | 88.92 | 84.11 | 85.64 | 83.96 | 85.44 | 84.76 | 86.44 | 84.71 | 83.24 | 84.68 | 84.58 | 82.49 | 82.21 | 85.44 | 80.96 |
| 297 | 372 | 32 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 85.07 | 84.43 | 87.05 | 85.75 | 84.79 | 87.54 | 86.06 | 86.34 | 86.53 | 88.21 | 85.71 | 88.68 | 85.79 | 86.47 | 85.78 | 86.17 | 87.45 | 84.30 | 88.40 | 86.73 | 83.86 | 84.50 | 84.92 | 86.33 | 84.47 | 85.93 |
| 298 | 372 | 32 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 83.90 | 84.61 | 84.28 | 86.98 | 87.73 | 87.48 | 85.76 | 87.14 | 86.05 | 86.41 | 87.59 | 86.94 | 85.52 | 84.55 | 86.92 | 87.36 | 86.25 | 87.45 | 87.48 | 86.78 | 84.01 | 83.35 | 84.74 | 83.66 | 85.92 | 82.71 |
| 299 | 372 | 32 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 84.01 | 85.23 | 86.22 | 85.18 | 86.50 | 87.10 | 85.14 | 86.63 | 88.03 | 86.17 | 87.24 | 87.84 | 87.62 | 85.47 | 85.75 | 87.12 | 84.59 | 86.81 | 86.05 | 85.61 | 83.86 | 85.16 | 83.61 | 83.77 | 87.06 | 84.88 |
| 328 | 372 | 32 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 83.48 | 85.06 | 84.01 | 78.55 | 84.59 | 85.11 | 84.47 | 87.35 | 84.93 | 84.76 | 85.44 | 87.16 | 87.89 | 84.88 | 83.34 | 86.29 | 83.58 | 88.76 | 86.41 | 86.51 | 85.19 | 84.95 | 83.43 | 85.46 | 83.66 | 81.45 |
| 329 | 372 | 32 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 85.07 | 82.15 | 87.78 | 84.24 | 86.99 | 88.53 | 90.38 | 89.59 | 88.12 | 88.56 | 86.53 | 88.34 | 86.21 | 87.70 | 86.76 | 86.60 | 87.29 | 85.52 | 86.97 | 86.50 | 85.97 | 83.25 | 88.23 | 86.19 | 83.40 | 85.56 |
| 330 | 372 | 32 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 84.92 | 86.53 | 85.58 | 87.14 | 85.70 | 86.69 | 84.24 | 85.90 | 85.76 | 88.93 | 87.28 | 86.40 | 84.49 | 87.15 | 85.20 | 86.67 | 84.89 | 86.33 | 86.64 | 88.25 | 85.97 | 82.19 | 84.72 | 86.23 | 84.87 | 85.16 |
| 331 | 372 | 32 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.51 | 86.98 | 87.52 | 85.28 | 85.30 | 86.13 | 88.50 | 85.78 | 88.02 | 85.21 | 87.17 | 88.47 | 86.58 | 89.54 | 87.43 | 86.65 | 84.58 | 88.17 | 85.55 | 87.42 | 83.98 | 83.67 | 83.00 | 84.35 | 81.23 | 84.74 |
| 360 | 372 | 32 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 83.76 | 78.02 | 85.03 | 85.33 | 83.48 | 87.32 | 84.64 | 85.30 | 84.75 | 86.35 | 86.59 | 86.17 | 84.31 | 85.55 | 86.65 | 84.74 | 86.67 | 86.37 | 86.83 | 85.70 | 83.23 | 84.21 | 84.57 | 85.79 | 83.67 | 82.52 |
| 361 | 372 | 32 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 85.94 | 85.49 | 86.15 | 86.71 | 84.00 | 87.08 | 85.92 | 85.03 | 86.25 | 83.92 | 85.96 | 87.57 | 86.78 | 86.00 | 85.62 | 85.29 | 83.80 | 88.21 | 86.21 | 86.41 | 83.43 | 85.02 | 84.78 | 84.64 | 82.71 | 86.33 |
| 362 | 372 | 32 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 84.06 | 83.60 | 85.57 | 87.28 | 86.00 | 84.36 | 86.57 | 87.62 | 86.79 | 85.81 | 86.70 | 87.14 | 86.84 | 85.52 | 85.69 | 87.01 | 85.81 | 83.49 | 85.26 | 86.63 | 83.52 | 83.33 | 85.97 | 84.21 | 85.00 | 84.57 |
| 363 | 372 | 32 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 85.27 | 85.90 | 85.24 | 86.35 | 88.46 | 86.09 | 88.36 | 86.36 | 87.33 | 88.43 | 87.06 | 86.65 | 85.16 | 84.89 | 86.10 | 87.56 | 86.10 | 86.31 | 86.15 | 86.57 | 84.42 | 86.15 | 82.82 | 85.33 | 84.88 | 83.86 |
| 392 | 372 | 32 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 84.93 | 84.50 | 84.89 | 86.57 | 85.99 | 85.89 | 85.98 | 83.11 | 86.46 | 87.64 | 87.19 | 86.04 | 85.06 | 87.16 | 82.90 | 86.94 | 82.19 | 86.69 | 86.73 | 85.74 | 83.25 | 84.32 | 85.40 | 82.43 | 80.61 | 84.60 |
| 393 | 372 | 32 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 85.13 | 86.29 | 85.27 | 84.96 | 87.16 | 86.42 | 86.22 | 85.98 | 85.73 | 86.86 | 86.56 | 88.31 | 87.20 | 85.85 | 88.10 | 87.17 | 85.69 | 86.22 | 87.27 | 84.79 | 83.84 | 81.71 | 83.12 | 84.09 | 84.86 | 83.58 |
| 394 | 372 | 32 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 85.35 | 84.37 | 85.26 | 88.29 | 87.08 | 89.23 | 87.56 | 87.42 | 87.11 | 86.75 | 86.17 | 87.01 | 87.06 | 86.05 | 86.97 | 87.48 | 85.14 | 87.26 | 86.40 | 85.97 | 83.90 | 83.25 | 85.14 | 83.60 | 83.42 | 85.45 |
| 395 | 372 | 32 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 85.11 | 85.32 | 85.13 | 85.91 | 85.38 | 85.98 | 87.05 | 86.91 | 84.73 | 86.44 | 86.90 | 86.43 | 86.21 | 88.30 | 87.62 | 87.00 | 87.81 | 87.94 | 85.82 | 88.24 | 84.62 | 83.49 | 83.57 | 84.61 | 84.12 | 83.61 |
| 424 | 372 | 32 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 83.32 | 86.46 | 85.28 | 85.31 | 84.38 | 88.80 | 85.17 | 85.24 | 85.11 | 85.54 | 85.97 | 87.46 | 85.92 | 86.59 | 83.89 | 88.72 | 87.03 | 85.77 | 86.70 | 86.51 | 84.39 | 84.40 | 85.44 | 84.66 | 83.96 | 83.46 |
| 425 | 372 | 32 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 84.35 | 88.43 | 86.34 | 86.99 | 85.95 | 86.29 | 87.29 | 87.00 | 87.94 | 86.10 | 87.00 | 86.50 | 86.45 | 86.97 | 87.80 | 85.83 | 87.54 | 86.87 | 88.35 | 86.75 | 83.92 | 83.14 | 85.82 | 84.01 | 83.93 | 84.65 |
| 426 | 372 | 32 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 84.82 | 87.22 | 85.97 | 86.77 | 84.74 | 87.88 | 86.00 | 86.93 | 86.29 | 87.89 | 86.80 | 87.05 | 87.48 | 87.13 | 87.64 | 87.60 | 85.41 | 85.51 | 87.08 | 86.73 | 84.31 | 84.69 | 86.01 | 86.02 | 83.44 | 84.37 |
| 427 | 372 | 32 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 84.58 | 85.91 | 85.17 | 85.72 | 85.66 | 87.38 | 87.18 | 86.09 | 86.05 | 87.12 | 86.03 | 86.07 | 86.89 | 83.97 | 88.02 | 86.94 | 86.57 | 84.97 | 87.07 | 87.22 | 85.01 | 85.64 | 86.35 | 82.35 | 84.34 | 84.76 |
| 456 | 372 | 32 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 83.91 | 84.25 | 83.44 | 83.43 | 86.43 | 85.31 | 86.44 | 83.49 | 87.10 | 85.23 | 85.64 | 87.64 | 85.35 | 87.26 | 86.26 | 87.97 | 84.88 | 85.05 | 86.47 | 86.42 | 84.41 | 83.42 | 83.32 | 84.08 | 85.01 | 84.22 |
| 457 | 372 | 32 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.23 | 86.87 | 83.55 | 81.76 | 85.44 | 85.70 | 87.79 | 86.34 | 84.20 | 85.42 | 87.95 | 86.00 | 85.86 | 84.21 | 85.18 | 88.15 | 86.11 | 85.93 | 89.81 | 86.97 | 84.13 | 85.21 | 82.32 | 83.95 | 85.56 | 84.10 |
| 458 | 372 | 32 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 85.32 | 88.16 | 86.94 | 87.41 | 85.92 | 85.96 | 86.55 | 84.48 | 84.92 | 86.10 | 83.52 | 88.44 | 87.47 | 85.11 | 87.72 | 88.57 | 84.53 | 87.58 | 84.82 | 85.67 | 85.76 | 85.28 | 84.26 | 84.61 | 87.31 | 85.81 |
| 459 | 372 | 32 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 86.62 | 85.17 | 86.68 | 87.02 | 85.80 | 86.14 | 87.85 | 88.16 | 85.70 | 85.49 | 86.14 | 85.42 | 85.52 | 87.28 | 85.60 | 85.92 | 88.58 | 85.99 | 86.73 | 89.46 | 85.02 | 84.60 | 85.19 | 84.12 | 83.98 | 84.89 |
| 488 | 372 | 32 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 82.75 | 82.54 | 85.88 | 84.44 | 85.62 | 85.52 | 85.44 | 84.70 | 85.69 | 83.53 | 87.36 | 87.27 | 88.40 | 88.13 | 87.84 | 83.40 | 87.10 | 85.18 | 86.63 | 84.81 | 84.82 | 81.47 | 86.29 | 83.91 | 56.57 | 84.32 |
| 489 | 372 | 32 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 86.97 | 84.67 | 87.21 | 85.46 | 87.60 | 85.26 | 86.71 | 85.45 | 86.43 | 88.60 | 88.42 | 88.35 | 87.87 | 88.28 | 87.77 | 87.68 | 86.24 | 87.18 | 86.47 | 86.76 | 87.03 | 83.52 | 87.06 | 84.84 | 85.14 | 84.03 |
| 490 | 372 | 32 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.29 | 85.91 | 85.63 | 85.49 | 85.52 | 87.64 | 86.70 | 87.00 | 86.76 | 86.83 | 74.93 | 86.29 | 89.01 | 86.01 | 86.84 | 84.68 | 83.17 | 85.89 | 87.22 | 89.62 | 85.02 | 83.49 | 86.44 | 85.73 | 58.07 | 84.93 |
| 491 | 372 | 32 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 86.56 | 85.91 | 86.31 | 86.33 | 86.92 | 87.80 | 86.70 | 86.45 | 87.99 | 85.51 | 88.80 | 88.06 | 86.38 | 88.36 | 85.60 | 88.05 | 85.76 | 87.84 | 88.28 | 87.23 | 84.47 | 83.05 | 84.74 | 85.50 | 85.32 | 84.90 |
| 520 | 372 | 32 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 85.01 | 87.31 | 85.78 | 86.26 | 85.23 | 87.78 | 86.60 | 86.90 | 86.97 | 87.16 | 87.61 | 85.99 | 85.74 | 85.74 | 87.55 | 88.71 | 81.39 | 87.35 | 88.36 | 87.42 | 84.64 | 85.32 | 77.60 | 81.97 | 83.96 | 85.16 |
| 521 | 372 | 32 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.99 | 86.76 | 86.39 | 85.78 | 86.66 | 88.89 | 88.34 | 87.35 | 88.32 | 85.80 | 74.91 | 87.21 | 73.78 | 87.25 | 87.12 | 86.99 | 86.94 | 84.53 | 88.28 | 74.14 | 85.35 | 84.26 | 85.21 | 86.12 | 85.90 | 85.70 |
| 522 | 372 | 32 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.73 | 86.21 | 87.44 | 85.32 | 86.02 | 86.88 | 86.65 | 85.74 | 88.40 | 87.47 | 88.11 | 87.06 | 87.19 | 87.65 | 87.20 | 86.32 | 83.75 | 88.79 | 89.31 | 86.98 | 84.57 | 84.26 | 84.20 | 84.54 | 85.75 | 85.37 |
| 523 | 372 | 32 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 85.13 | 86.43 | 85.10 | 87.02 | 84.56 | 88.05 | 87.42 | 84.80 | 86.00 | 86.83 | 87.89 | 88.65 | 88.01 | 88.21 | 86.74 | 86.69 | 87.98 | 88.81 | 88.28 | 85.90 | 86.40 | 85.45 | 84.39 | 86.67 | 85.79 | 86.65 |
| 552 | 372 | 32 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.08 | 85.24 | 88.48 | 84.24 | 83.26 | 86.65 | 72.61 | 87.10 | 86.36 | 86.83 | 86.22 | 88.51 | 86.56 | 82.78 | 82.74 | 85.95 | 85.62 | 84.96 | 86.91 | 86.92 | 84.56 | 81.29 | 84.79 | 57.41 | 86.20 | 85.26 |
| 553 | 372 | 32 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 84.34 | 85.47 | 84.64 | 85.69 | 86.95 | 87.45 | 85.41 | 88.64 | 87.02 | 86.24 | 88.07 | 86.30 | 84.67 | 84.51 | 85.47 | 88.98 | 88.19 | 87.38 | 88.07 | 86.95 | 83.85 | 84.31 | 84.64 | 85.93 | 85.82 | 84.17 |
| 554 | 372 | 32 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.76 | 85.74 | 86.82 | 85.62 | 86.69 | 86.14 | 85.78 | 85.87 | 88.92 | 88.10 | 73.68 | 86.77 | 85.30 | 86.52 | 86.29 | 85.96 | 90.55 | 87.10 | 87.37 | 86.83 | 84.73 | 85.93 | 85.54 | 85.01 | 84.86 | 86.58 |
| 555 | 372 | 32 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 85.38 | 85.64 | 84.98 | 86.14 | 83.79 | 87.48 | 87.67 | 87.10 | 85.23 | 87.39 | 88.48 | 87.76 | 87.76 | 85.10 | 85.74 | 88.40 | 86.56 | 85.63 | 85.59 | 74.63 | 84.30 | 87.26 | 85.78 | 84.88 | 85.38 | 86.49 |
| 584 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.34 | 88.36 | 87.09 | 86.28 | 89.16 | 89.52 | 88.25 | 87.19 | 86.93 | 87.30 | 87.80 | 88.74 | 87.24 | 87.31 | 87.33 | 88.55 | 87.95 | 88.30 | 89.94 | 89.82 | 85.19 | 85.84 | 88.72 | 89.16 | 86.22 | 88.59 |
| 585 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.49 | 90.02 | 88.79 | 87.85 | 86.92 | 88.16 | 86.82 | 86.91 | 87.54 | 87.94 | 88.92 | 88.77 | 88.38 | 87.40 | 88.68 | 89.51 | 88.28 | 89.03 | 89.43 | 88.26 | 86.81 | 86.11 | 88.92 | 88.20 | 87.63 | 88.86 |
| 586 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.93 | 89.48 | 87.49 | 88.44 | 87.75 | 88.62 | 87.78 | 88.48 | 87.47 | 87.29 | 87.66 | 89.03 | 87.01 | 87.43 | 86.71 | 88.10 | 85.49 | 89.40 | 87.19 | 87.46 | 87.83 | 88.76 | 88.03 | 85.61 | 87.76 | 87.56 |
| 587 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.12 | 87.56 | 86.88 | 88.41 | 87.44 | 87.65 | 88.71 | 88.10 | 88.25 | 87.77 | 87.50 | 88.16 | 87.67 | 86.98 | 87.83 | 88.78 | 87.44 | 86.43 | 89.20 | 88.44 | 87.13 | 85.55 | 88.06 | 86.33 | 88.12 | 86.97 |
| 616 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.63 | 87.62 | 87.98 | 88.72 | 88.24 | 89.06 | 87.42 | 88.39 | 88.20 | 88.02 | 89.05 | 89.00 | 88.45 | 87.38 | 89.01 | 88.34 | 88.62 | 87.68 | 88.48 | 89.43 | 85.36 | 86.69 | 86.30 | 85.50 | 86.05 | 85.52 |
| 617 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.14 | 87.23 | 86.00 | 87.36 | 87.43 | 87.76 | 86.82 | 88.20 | 87.83 | 87.35 | 88.73 | 87.29 | 88.94 | 87.31 | 87.30 | 87.79 | 88.08 | 88.00 | 89.94 | 88.33 | 86.74 | 84.55 | 89.15 | 86.22 | 85.81 | 88.75 |
| 618 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.58 | 89.37 | 86.58 | 86.44 | 88.02 | 87.57 | 87.68 | 87.58 | 88.12 | 88.00 | 88.14 | 88.58 | 89.37 | 88.31 | 90.48 | 88.83 | 87.82 | 88.90 | 89.40 | 89.59 | 84.42 | 84.65 | 90.06 | 85.94 | 88.41 | 86.38 |
| 619 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.56 | 89.47 | 88.10 | 85.45 | 88.45 | 88.21 | 87.46 | 87.73 | 88.99 | 88.67 | 90.86 | 88.99 | 89.10 | 88.89 | 88.66 | 86.55 | 89.12 | 86.03 | 88.32 | 87.19 | 87.22 | 84.29 | 87.69 | 86.41 | 84.79 | 87.87 |
| 648 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.08 | 88.48 | 88.28 | 88.39 | 88.38 | 89.21 | 87.39 | 87.28 | 88.68 | 85.73 | 89.34 | 88.00 | 88.41 | 87.39 | 87.20 | 87.92 | 89.13 | 87.21 | 88.09 | 89.64 | 87.28 | 85.43 | 89.17 | 87.06 | 87.84 | 87.75 |
| 649 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.31 | 86.67 | 88.61 | 87.64 | 88.61 | 90.28 | 87.51 | 87.60 | 88.57 | 87.97 | 88.86 | 87.30 | 88.29 | 88.30 | 88.92 | 87.26 | 87.04 | 86.85 | 88.89 | 88.52 | 86.53 | 86.67 | 90.11 | 88.84 | 88.41 | 88.62 |
| 650 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 85.47 | 90.14 | 88.90 | 88.92 | 89.10 | 89.91 | 88.07 | 87.86 | 88.47 | 86.89 | 89.97 | 87.60 | 88.78 | 88.77 | 88.68 | 87.99 | 89.12 | 89.10 | 87.75 | 89.73 | 86.76 | 87.16 | 88.00 | 86.70 | 85.35 | 86.43 |
| 651 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.44 | 87.13 | 88.67 | 89.08 | 87.95 | 89.54 | 88.40 | 87.37 | 88.89 | 88.06 | 88.98 | 89.41 | 87.11 | 87.17 | 87.75 | 87.68 | 86.95 | 87.57 | 89.27 | 87.41 | 89.12 | 86.62 | 88.38 | 87.42 | 87.61 | 88.04 |
| 680 | 372 | 32 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.92 | 89.93 | 87.44 | 86.36 | 87.95 | 89.18 | 87.02 | 87.62 | 86.51 | 88.83 | 88.80 | 87.76 | 88.23 | 89.05 | 85.93 | 87.50 | 87.89 | 87.48 | 87.24 | 89.74 | 86.71 | 85.12 | 86.00 | 84.13 | 88.38 | 85.94 |
| 681 | 372 | 32 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.17 | 87.67 | 86.84 | 87.28 | 86.83 | 89.24 | 89.29 | 86.79 | 87.29 | 87.12 | 88.45 | 88.34 | 89.20 | 88.14 | 86.98 | 88.08 | 85.45 | 89.08 | 88.95 | 88.71 | 83.22 | 85.09 | 84.95 | 88.51 | 86.17 | 86.56 |
| 682 | 372 | 32 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.86 | 87.68 | 87.03 | 86.74 | 86.34 | 87.63 | 87.71 | 87.72 | 87.60 | 88.21 | 87.09 | 88.47 | 86.16 | 86.63 | 86.41 | 88.45 | 85.68 | 87.92 | 89.12 | 87.73 | 86.68 | 85.32 | 86.28 | 86.21 | 85.37 | 84.44 |
| 683 | 372 | 32 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.03 | 87.22 | 88.98 | 87.77 | 88.99 | 88.17 | 86.92 | 87.35 | 87.14 | 86.07 | 88.09 | 88.11 | 89.66 | 88.13 | 87.97 | 89.93 | 86.94 | 88.19 | 88.14 | 88.23 | 84.69 | 84.57 | 87.74 | 88.52 | 87.91 | 86.52 |
| 712 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.89 | 87.50 | 86.46 | 87.72 | 88.70 | 86.41 | 86.34 | 87.72 | 89.47 | 88.36 | 88.00 | 87.50 | 89.63 | 87.04 | 87.90 | 87.01 | 86.63 | 87.53 | 88.55 | 88.61 | 84.85 | 85.78 | 85.90 | 86.26 | 87.77 | 87.14 |
| 713 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.80 | 89.03 | 87.52 | 87.96 | 86.91 | 88.27 | 87.70 | 86.73 | 88.16 | 87.52 | 88.58 | 89.69 | 86.49 | 87.07 | 87.11 | 88.27 | 87.51 | 88.01 | 89.24 | 88.19 | 86.00 | 86.77 | 86.33 | 85.74 | 86.91 | 84.82 |
| 714 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.63 | 88.74 | 86.38 | 87.19 | 84.89 | 88.12 | 87.63 | 86.52 | 88.03 | 87.08 | 88.82 | 87.75 | 89.11 | 86.68 | 86.88 | 88.00 | 88.34 | 87.92 | 87.01 | 89.37 | 85.12 | 84.39 | 87.03 | 84.72 | 86.91 | 88.52 |
| 715 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.61 | 87.46 | 86.23 | 87.61 | 88.28 | 88.25 | 85.87 | 87.52 | 88.69 | 88.02 | 86.10 | 87.22 | 85.82 | 88.99 | 86.97 | 86.23 | 87.83 | 87.78 | 88.04 | 87.30 | 84.48 | 87.46 | 85.37 | 85.49 | 83.52 | 84.86 |
| 744 | 372 | 32 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.79 | 87.68 | 88.26 | 85.75 | 86.17 | 89.45 | 87.35 | 87.84 | 86.86 | 87.28 | 89.08 | 86.90 | 88.31 | 88.42 | 87.75 | 89.38 | 86.23 | 89.40 | 88.79 | 87.58 | 85.60 | 86.71 | 84.90 | 83.73 | 84.71 | 83.56 |
| 745 | 372 | 32 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.22 | 88.30 | 88.19 | 86.86 | 85.83 | 88.04 | 86.21 | 88.43 | 86.61 | 88.09 | 87.56 | 88.18 | 89.15 | 87.37 | 87.11 | 89.54 | 87.52 | 87.60 | 88.20 | 88.51 | 87.40 | 83.68 | 86.95 | 86.31 | 83.05 | 86.16 |
| 746 | 372 | 32 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 84.72 | 88.00 | 87.39 | 87.69 | 88.21 | 87.92 | 86.62 | 85.90 | 87.59 | 86.28 | 87.83 | 87.79 | 90.50 | 86.63 | 87.78 | 89.49 | 86.91 | 89.09 | 87.20 | 87.13 | 85.80 | 84.99 | 88.38 | 86.10 | 83.68 | 87.48 |
| 747 | 372 | 32 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.15 | 87.91 | 86.26 | 87.57 | 85.90 | 87.58 | 85.70 | 86.98 | 87.57 | 85.04 | 87.04 | 88.28 | 88.65 | 87.84 | 87.24 | 88.37 | 87.13 | 88.39 | 89.75 | 88.17 | 85.07 | 84.38 | 87.00 | 85.85 | 85.71 | 84.65 |
| 776 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.01 | 88.03 | 87.36 | 88.70 | 85.53 | 88.90 | 88.53 | 87.48 | 88.83 | 88.54 | 89.95 | 87.93 | 87.90 | 85.60 | 87.83 | 88.39 | 87.09 | 89.13 | 89.34 | 74.51 | 86.08 | 87.73 | 86.76 | 87.32 | 86.10 | 86.02 |
| 777 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 87.44 | 85.19 | 85.88 | 87.84 | 87.67 | 87.44 | 89.24 | 87.40 | 88.37 | 86.54 | 87.63 | 89.31 | 89.03 | 87.54 | 87.07 | 74.87 | 88.88 | 90.02 | 89.07 | 88.77 | 87.14 | 86.89 | 85.02 | 87.07 | 87.54 | 88.22 |
| 778 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 87.95 | 88.48 | 87.05 | 87.08 | 89.92 | 88.32 | 87.89 | 87.27 | 88.94 | 86.95 | 87.65 | 87.74 | 87.39 | 88.74 | 87.76 | 88.66 | 86.97 | 88.64 | 89.33 | 88.07 | 86.39 | 84.81 | 86.76 | 85.54 | 88.24 | 87.60 |
| 779 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.26 | 88.48 | 88.74 | 88.43 | 87.41 | 88.86 | 86.86 | 88.20 | 88.39 | 87.78 | 88.84 | 89.66 | 87.92 | 89.02 | 88.11 | 87.50 | 87.61 | 88.10 | 89.14 | 88.47 | 87.67 | 84.76 | 87.67 | 87.27 | 85.63 | 85.82 |
| 808 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 86.57 | 87.12 | 88.17 | 88.49 | 86.95 | 74.64 | 73.26 | 87.15 | 88.34 | 87.22 | 74.12 | 73.67 | 87.81 | 86.57 | 87.09 | 75.05 | 87.74 | 89.94 | 74.41 | 89.41 | 85.66 | 85.31 | 87.14 | 73.67 | 86.70 | 84.73 |
| 809 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 87.80 | 88.86 | 87.94 | 86.82 | 87.52 | 88.66 | 86.87 | 87.95 | 88.86 | 86.05 | 87.36 | 88.38 | 88.09 | 87.11 | 87.43 | 87.82 | 74.09 | 89.27 | 73.63 | 73.63 | 87.58 | 86.07 | 87.97 | 85.41 | 86.26 | 85.54 |
| 810 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.55 | 87.71 | 85.69 | 88.39 | 89.08 | 87.88 | 73.52 | 88.36 | 87.72 | 88.41 | 89.01 | 88.73 | 87.20 | 88.56 | 87.78 | 75.39 | 88.10 | 87.92 | 87.99 | 89.30 | 84.49 | 85.34 | 83.97 | 84.75 | 86.56 | 85.43 |
| 811 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.30 | 88.05 | 88.59 | 88.26 | 88.05 | 87.76 | 87.11 | 87.62 | 86.73 | 86.83 | 88.26 | 87.42 | 87.83 | 88.74 | 86.91 | 88.94 | 88.57 | 74.65 | 88.94 | 88.29 | 85.77 | 84.17 | 85.88 | 54.96 | 86.36 | 88.36 |
| 840 | 372 | 32 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 87.55 | 87.07 | 86.83 | 87.46 | 88.25 | 86.47 | 87.74 | 88.06 | 87.27 | 87.52 | 88.68 | 89.36 | 87.02 | 87.52 | 86.78 | 89.46 | 87.39 | 86.91 | 75.15 | 75.13 | 86.24 | 85.91 | 85.82 | 85.66 | 85.60 | 86.79 |
| 841 | 372 | 32 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 87.50 | 90.44 | 86.28 | 88.33 | 88.97 | 88.24 | 87.57 | 87.79 | 86.59 | 87.92 | 88.71 | 88.45 | 88.30 | 87.17 | 88.04 | 87.29 | 88.89 | 73.20 | 88.49 | 88.76 | 84.28 | 85.36 | 87.20 | 85.56 | 56.41 | 85.53 |
| 842 | 372 | 32 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 87.32 | 74.21 | 85.43 | 86.03 | 87.68 | 86.68 | 88.26 | 85.01 | 88.99 | 73.93 | 87.27 | 87.49 | 86.54 | 86.13 | 88.38 | 88.17 | 88.87 | 74.17 | 89.21 | 88.21 | 84.54 | 85.48 | 86.28 | 86.38 | 86.43 | 87.09 |
| 843 | 372 | 32 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 86.04 | 86.37 | 86.11 | 87.54 | 85.54 | 73.91 | 87.33 | 73.43 | 87.28 | 87.13 | 74.12 | 75.12 | 74.32 | 86.47 | 88.88 | 75.43 | 86.41 | 75.12 | 89.59 | 74.38 | 85.30 | 85.88 | 86.56 | 56.95 | 86.01 | 57.05 |
| 872 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.71 | 88.11 | 88.64 | 88.04 | 88.44 | 88.44 | 87.47 | 88.54 | 87.07 | 87.48 | 89.04 | 89.31 | 88.04 | 87.83 | 87.21 | 88.10 | 88.12 | 87.78 | 89.94 | 87.89 | 83.08 | 85.77 | 87.25 | 88.48 | 88.41 | 88.09 |
| 873 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.44 | 89.02 | 87.86 | 89.30 | 85.01 | 89.48 | 85.92 | 88.24 | 88.20 | 87.57 | 88.42 | 88.82 | 89.84 | 85.20 | 87.11 | 88.65 | 88.42 | 87.68 | 86.86 | 89.85 | 87.23 | 87.06 | 87.97 | 88.37 | 85.81 | 87.64 |
| 874 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.19 | 88.65 | 86.17 | 87.24 | 87.99 | 87.48 | 87.43 | 87.73 | 88.56 | 87.79 | 88.74 | 90.20 | 87.08 | 87.83 | 88.07 | 87.95 | 86.70 | 87.71 | 88.46 | 89.66 | 86.81 | 84.68 | 88.19 | 86.03 | 86.74 | 87.68 |
| 875 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.63 | 88.04 | 89.34 | 87.92 | 88.65 | 88.71 | 88.12 | 88.65 | 87.78 | 87.31 | 88.70 | 88.66 | 88.61 | 88.63 | 88.94 | 89.16 | 88.39 | 88.68 | 89.24 | 89.03 | 86.63 | 86.42 | 88.17 | 88.87 | 88.14 | 86.27 |
| 904 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.59 | 88.48 | 88.80 | 86.70 | 89.93 | 89.18 | 86.82 | 88.12 | 87.77 | 89.52 | 88.86 | 88.09 | 87.72 | 87.54 | 88.47 | 88.79 | 87.48 | 86.77 | 89.75 | 88.36 | 86.33 | 86.13 | 86.96 | 84.98 | 88.18 | 84.95 |
| 905 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.64 | 88.32 | 88.22 | 87.08 | 86.55 | 88.41 | 87.60 | 87.83 | 86.06 | 87.92 | 89.99 | 90.00 | 87.66 | 88.39 | 89.12 | 87.11 | 86.21 | 89.12 | 88.63 | 87.70 | 87.96 | 85.56 | 88.58 | 86.22 | 87.56 | 87.22 |
| 906 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.72 | 88.21 | 88.04 | 87.20 | 88.36 | 87.73 | 88.21 | 87.74 | 86.93 | 88.25 | 89.68 | 89.49 | 88.86 | 88.40 | 87.39 | 89.96 | 87.26 | 88.50 | 89.63 | 88.96 | 86.33 | 85.55 | 89.16 | 86.68 | 85.70 | 87.85 |
| 907 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.84 | 86.66 | 88.52 | 86.95 | 88.80 | 88.28 | 87.14 | 87.58 | 88.17 | 88.06 | 89.63 | 89.97 | 88.73 | 87.78 | 89.74 | 86.70 | 88.30 | 88.03 | 88.64 | 89.12 | 86.59 | 87.69 | 86.97 | 87.36 | 87.82 | 87.37 |
| 936 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.14 | 87.77 | 86.59 | 88.42 | 88.74 | 87.40 | 88.04 | 87.27 | 88.25 | 87.53 | 87.60 | 89.41 | 88.05 | 87.06 | 87.99 | 89.03 | 85.88 | 88.45 | 88.48 | 87.89 | 85.78 | 86.66 | 83.69 | 85.17 | 86.11 | 88.04 |
| 937 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.69 | 88.09 | 88.83 | 87.50 | 87.41 | 86.65 | 88.52 | 89.02 | 87.41 | 87.48 | 88.86 | 88.94 | 89.14 | 87.09 | 88.58 | 88.53 | 87.69 | 89.82 | 88.78 | 88.92 | 85.70 | 87.98 | 87.91 | 85.94 | 88.06 | 85.10 |
| 938 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.68 | 87.12 | 88.43 | 86.58 | 87.66 | 87.94 | 88.87 | 87.70 | 87.84 | 87.94 | 90.29 | 87.85 | 88.33 | 88.33 | 86.00 | 88.89 | 87.44 | 88.45 | 90.45 | 87.93 | 87.75 | 86.89 | 88.91 | 85.93 | 86.97 | 87.73 |
| 939 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.66 | 89.58 | 88.80 | 88.61 | 88.35 | 89.18 | 87.47 | 88.28 | 88.47 | 87.85 | 89.38 | 88.18 | 89.19 | 89.93 | 88.37 | 87.15 | 88.94 | 87.89 | 88.93 | 88.51 | 87.90 | 87.34 | 89.51 | 86.24 | 86.11 | 87.18 |
| 968 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.36 | 87.63 | 87.21 | 87.48 | 87.69 | 88.22 | 88.40 | 87.92 | 88.13 | 86.79 | 87.45 | 88.43 | 87.19 | 86.67 | 87.65 | 88.50 | 87.36 | 87.97 | 88.44 | 88.95 | 85.92 | 84.06 | 88.20 | 83.66 | 86.84 | 84.92 |
| 969 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 85.76 | 87.70 | 87.22 | 88.98 | 87.47 | 87.73 | 86.72 | 87.44 | 88.69 | 88.31 | 87.77 | 88.40 | 87.55 | 88.45 | 86.83 | 86.82 | 86.97 | 87.81 | 88.33 | 87.74 | 87.11 | 85.33 | 85.76 | 86.38 | 88.31 | 86.12 |
| 970 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.80 | 88.02 | 87.21 | 87.13 | 86.89 | 87.88 | 87.22 | 88.29 | 87.63 | 86.61 | 88.32 | 87.29 | 87.43 | 89.44 | 87.52 | 88.28 | 86.33 | 87.92 | 87.50 | 88.98 | 87.82 | 83.41 | 87.63 | 87.38 | 85.57 | 87.08 |
| 971 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 86.77 | 85.48 | 87.22 | 88.52 | 86.58 | 88.51 | 87.80 | 87.19 | 87.52 | 86.87 | 88.11 | 88.48 | 88.11 | 87.04 | 87.10 | 88.07 | 87.25 | 88.45 | 87.63 | 90.15 | 86.53 | 86.22 | 88.77 | 86.17 | 88.50 | 85.34 |
| 1000 | 372 | 32 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 86.17 | 87.64 | 87.43 | 85.27 | 86.42 | 88.00 | 87.67 | 87.13 | 87.28 | 88.19 | 88.01 | 87.81 | 87.96 | 87.85 | 85.85 | 87.96 | 86.76 | 88.33 | 89.00 | 89.35 | 85.52 | 86.39 | 86.50 | 85.38 | 87.49 | 86.12 |
| 1001 | 372 | 32 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.44 | 86.79 | 87.67 | 88.00 | 88.95 | 88.49 | 88.04 | 86.62 | 89.01 | 86.46 | 88.54 | 88.62 | 87.90 | 86.68 | 86.11 | 86.31 | 87.42 | 89.31 | 88.34 | 88.66 | 86.86 | 84.69 | 87.83 | 85.28 | 87.73 | 86.84 |
| 1002 | 372 | 32 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.54 | 86.94 | 88.08 | 87.21 | 86.70 | 87.92 | 86.45 | 87.39 | 87.43 | 87.92 | 89.26 | 88.72 | 88.23 | 87.93 | 86.01 | 88.30 | 88.34 | 86.42 | 87.37 | 87.11 | 85.41 | 85.83 | 87.08 | 85.56 | 87.66 | 83.12 |
| 1003 | 372 | 32 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 86.31 | 87.77 | 85.50 | 88.58 | 88.60 | 88.02 | 85.93 | 86.56 | 87.37 | 87.73 | 88.24 | 89.55 | 88.49 | 87.97 | 87.23 | 88.95 | 87.22 | 86.70 | 87.06 | 90.53 | 86.42 | 85.09 | 86.99 | 84.20 | 85.96 | 85.52 |
| 1032 | 372 | 32 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.65 | 87.60 | 87.38 | 86.72 | 86.68 | 87.00 | 88.83 | 87.00 | 86.40 | 87.43 | 86.89 | 87.33 | 87.23 | 88.55 | 88.06 | 87.11 | 86.89 | 87.73 | 87.22 | 86.59 | 83.75 | 86.06 | 83.13 | 84.21 | 85.79 | 85.39 |
| 1033 | 372 | 32 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.55 | 87.20 | 87.25 | 87.04 | 86.41 | 87.98 | 86.66 | 87.57 | 85.80 | 86.50 | 87.04 | 87.06 | 89.21 | 84.75 | 86.84 | 86.68 | 88.62 | 87.51 | 89.42 | 88.13 | 84.54 | 84.35 | 87.68 | 84.76 | 86.45 | 85.36 |
| 1034 | 372 | 32 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.11 | 87.66 | 88.33 | 85.60 | 86.53 | 86.36 | 86.37 | 87.24 | 87.97 | 86.93 | 89.38 | 88.74 | 89.15 | 85.97 | 87.59 | 87.24 | 88.63 | 87.46 | 88.78 | 88.19 | 86.70 | 86.45 | 86.36 | 85.41 | 89.01 | 84.71 |
| 1035 | 372 | 32 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.47 | 87.37 | 86.94 | 85.99 | 86.60 | 87.37 | 86.35 | 86.16 | 87.30 | 85.18 | 88.08 | 87.43 | 88.08 | 88.56 | 87.09 | 89.50 | 86.59 | 87.51 | 88.96 | 88.20 | 84.58 | 86.40 | 85.31 | 84.25 | 84.18 | 83.38 |
| 1064 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 88.37 | 88.46 | 89.29 | 87.84 | 88.79 | 89.12 | 88.00 | 87.65 | 88.41 | 89.77 | 88.98 | 89.57 | 87.04 | 88.66 | 87.71 | 88.27 | 88.42 | 88.67 | 75.25 | 88.30 | 87.65 | 85.50 | 86.67 | 85.22 | 87.10 | 86.76 |
| 1065 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.45 | 87.46 | 85.68 | 88.18 | 88.33 | 88.14 | 88.26 | 87.99 | 85.57 | 87.91 | 89.07 | 89.57 | 88.09 | 86.38 | 87.96 | 87.94 | 88.61 | 88.71 | 88.56 | 87.86 | 85.74 | 86.10 | 88.15 | 85.95 | 87.09 | 86.24 |
| 1066 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 85.77 | 85.73 | 87.28 | 87.37 | 87.21 | 89.39 | 88.50 | 88.55 | 88.61 | 86.18 | 90.01 | 88.41 | 89.09 | 88.45 | 88.06 | 88.66 | 87.49 | 88.60 | 87.49 | 88.35 | 87.66 | 85.83 | 89.25 | 87.09 | 87.28 | 86.97 |
| 1067 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 86.81 | 88.43 | 87.04 | 87.24 | 88.04 | 87.56 | 88.31 | 87.47 | 87.47 | 88.14 | 88.83 | 88.40 | 88.14 | 89.39 | 86.84 | 87.91 | 74.06 | 89.04 | 88.13 | 88.90 | 86.86 | 86.17 | 86.59 | 87.39 | 88.06 | 85.75 |
| 1096 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 88.35 | 88.49 | 87.08 | 88.42 | 87.38 | 88.96 | 86.63 | 87.04 | 88.53 | 88.63 | 74.20 | 88.67 | 87.32 | 88.94 | 87.65 | 86.71 | 87.14 | 88.22 | 74.67 | 87.71 | 85.96 | 85.95 | 85.70 | 86.81 | 87.81 | 85.76 |
| 1097 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.49 | 87.19 | 88.03 | 88.58 | 86.95 | 88.58 | 87.57 | 88.34 | 87.38 | 88.22 | 88.74 | 74.91 | 88.78 | 86.53 | 88.70 | 87.80 | 88.94 | 72.67 | 87.48 | 86.86 | 87.06 | 84.31 | 88.42 | 84.96 | 87.28 | 86.43 |
| 1098 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 88.28 | 88.29 | 86.42 | 87.54 | 88.97 | 88.93 | 87.32 | 87.23 | 88.24 | 87.24 | 74.16 | 87.79 | 89.31 | 87.60 | 88.22 | 87.75 | 87.08 | 86.45 | 74.21 | 89.22 | 85.80 | 83.96 | 88.67 | 86.45 | 87.10 | 86.11 |
| 1099 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 86.81 | 89.38 | 73.93 | 87.49 | 87.70 | 87.54 | 86.62 | 89.32 | 87.54 | 88.95 | 88.96 | 87.90 | 87.04 | 87.54 | 89.35 | 87.71 | 88.55 | 86.61 | 73.67 | 89.27 | 86.13 | 86.29 | 88.33 | 83.59 | 86.14 | 87.72 |
| 1128 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 86.12 | 87.56 | 86.39 | 87.00 | 87.27 | 87.36 | 88.78 | 88.24 | 86.98 | 88.59 | 73.67 | 74.88 | 89.79 | 87.66 | 55.74 | 87.61 | 87.67 | 89.30 | 88.78 | 88.96 | 85.69 | 86.75 | 82.86 | 85.09 | 85.96 | 55.08 |
| 1129 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 86.57 | 88.26 | 85.67 | 88.47 | 87.46 | 74.66 | 87.12 | 87.41 | 88.85 | 88.16 | 87.66 | 88.09 | 87.22 | 86.19 | 88.51 | 87.65 | 87.62 | 75.29 | 74.87 | 86.98 | 85.90 | 85.74 | 86.19 | 86.74 | 54.99 | 86.86 |
| 1130 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.67 | 88.55 | 87.84 | 87.76 | 73.50 | 89.34 | 88.35 | 88.07 | 88.74 | 86.59 | 88.65 | 89.31 | 88.28 | 88.10 | 86.44 | 75.34 | 87.47 | 88.10 | 75.60 | 87.58 | 86.64 | 84.93 | 86.13 | 86.70 | 57.22 | 85.92 |
| 1131 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 87.27 | 87.94 | 74.17 | 85.46 | 86.36 | 86.97 | 87.68 | 88.67 | 87.40 | 87.49 | 74.63 | 74.15 | 73.68 | 88.48 | 86.76 | 88.77 | 90.33 | 88.19 | 86.57 | 73.80 | 86.96 | 84.12 | 87.73 | 86.13 | 85.42 | 83.76 |
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | 372 | 32 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.26 | 88.18 | 91.11 | 91.55 | 90.25 | 89.17 | 88.88 | 84.72 | 85.73 | 88.53 | 89.96 | 87.82 | 91.21 | 91.36 | 85.46 | 90.63 | 86.07 | 90.94 | 90.46 | 89.17 | 89.89 | 88.74 | 86.99 | 89.09 | 90.31 | 88.10 |
| 9 | 372 | 32 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 93.92 | 91.14 | 92.47 | 88.49 | 86.18 | 89.87 | 89.69 | 90.38 | 90.55 | 89.56 | 88.82 | 89.48 | 90.65 | 86.01 | 88.61 | 90.70 | 88.23 | 90.55 | 92.59 | 90.56 | 89.11 | 87.59 | 92.67 | 89.23 | 91.36 | 89.12 |
| 10 | 372 | 32 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.72 | 89.90 | 92.97 | 90.29 | 91.43 | 91.49 | 90.43 | 88.62 | 93.98 | 90.01 | 87.93 | 90.03 | 89.87 | 90.84 | 89.86 | 91.90 | 89.11 | 87.98 | 90.87 | 88.24 | 92.36 | 88.94 | 90.22 | 89.53 | 90.02 | 91.00 |
| 11 | 372 | 32 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 92.56 | 91.36 | 90.49 | 90.66 | 89.20 | 89.69 | 91.63 | 88.20 | 89.12 | 86.66 | 91.25 | 89.00 | 90.80 | 91.56 | 88.46 | 89.70 | 87.63 | 89.60 | 91.87 | 90.42 | 90.56 | 89.25 | 91.87 | 89.72 | 90.47 | 87.21 |
| 40 | 372 | 32 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.06 | 89.21 | 92.08 | 88.65 | 89.63 | 88.35 | 90.59 | 87.74 | 88.55 | 90.76 | 89.06 | 90.33 | 88.67 | 88.51 | 88.45 | 90.74 | 88.96 | 91.14 | 87.51 | 90.42 | 87.52 | 88.96 | 91.56 | 89.60 | 88.50 | 85.40 |
| 41 | 372 | 32 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 24.42 | 91.18 | 93.80 | 89.63 | 91.77 | 88.05 | 90.07 | 89.23 | 91.49 | 91.82 | 92.73 | 90.52 | 93.24 | 91.08 | 88.70 | 91.92 | 91.68 | 92.22 | 89.53 | 89.20 | 90.46 | 93.64 | 90.15 | 92.58 | 89.55 | 89.98 |
| 42 | 372 | 32 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.68 | 87.40 | 24.42 | 89.31 | 91.75 | 90.50 | 89.78 | 91.56 | 92.73 | 88.03 | 88.91 | 87.82 | 90.93 | 89.45 | 89.62 | 88.34 | 93.20 | 89.30 | 91.43 | 92.51 | 90.96 | 90.35 | 89.35 | 89.21 | 90.43 | 89.73 |
| 43 | 372 | 32 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 91.36 | 92.71 | 91.42 | 89.52 | 93.25 | 90.35 | 90.00 | 91.87 | 89.96 | 92.36 | 91.15 | 91.39 | 91.50 | 90.64 | 88.44 | 91.36 | 91.44 | 24.42 | 91.79 | 24.42 | 90.86 | 91.06 | 91.57 | 91.63 | 91.26 | 92.32 |
| 72 | 372 | 32 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.83 | 89.06 | 91.79 | 89.54 | 90.88 | 87.63 | 90.95 | 89.39 | 84.92 | 90.86 | 91.46 | 89.74 | 92.09 | 90.44 | 90.44 | 92.78 | 89.36 | 91.47 | 91.38 | 91.98 | 88.49 | 89.49 | 89.20 | 87.32 | 88.16 | 87.69 |
| 73 | 372 | 32 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.99 | 88.78 | 90.44 | 92.27 | 89.26 | 89.56 | 89.78 | 90.27 | 90.37 | 90.85 | 89.14 | 91.93 | 92.19 | 92.69 | 92.56 | 89.40 | 88.04 | 89.86 | 91.44 | 89.49 | 89.17 | 89.00 | 89.92 | 88.71 | 89.27 | 90.27 |
| 74 | 372 | 32 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 90.38 | 92.11 | 90.38 | 88.96 | 91.96 | 89.97 | 89.71 | 87.99 | 88.17 | 88.31 | 88.88 | 89.95 | 91.65 | 89.31 | 86.33 | 89.87 | 91.60 | 91.62 | 92.29 | 89.72 | 90.11 | 89.96 | 89.32 | 89.35 | 89.43 | 88.49 |
| 75 | 372 | 32 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.12 | 93.90 | 90.40 | 93.16 | 90.83 | 89.11 | 90.44 | 90.64 | 92.58 | 91.79 | 89.03 | 89.30 | 92.17 | 91.93 | 90.90 | 91.68 | 90.80 | 92.51 | 92.15 | 92.69 | 91.14 | 89.16 | 87.20 | 88.65 | 89.53 | 87.47 |
| 104 | 372 | 32 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 89.91 | 89.26 | 90.45 | 89.05 | 87.91 | 88.92 | 91.06 | 90.50 | 91.70 | 88.21 | 91.87 | 90.59 | 91.13 | 90.94 | 88.01 | 89.95 | 90.17 | 90.35 | 89.98 | 90.18 | 91.25 | 89.05 | 91.93 | 87.87 | 89.09 | 87.15 |
| 105 | 372 | 32 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 91.86 | 90.44 | 91.02 | 91.58 | 92.83 | 90.77 | 92.28 | 88.43 | 89.57 | 90.62 | 91.78 | 89.63 | 92.48 | 91.60 | 89.45 | 90.82 | 91.25 | 90.79 | 89.06 | 91.54 | 90.45 | 91.78 | 92.38 | 90.09 | 89.61 | 89.75 |
| 106 | 372 | 32 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 85.04 | 90.78 | 90.53 | 88.65 | 91.14 | 87.40 | 91.97 | 89.79 | 90.05 | 90.67 | 89.93 | 92.24 | 90.57 | 89.76 | 90.50 | 91.43 | 90.34 | 90.03 | 89.93 | 90.08 | 88.90 | 91.05 | 89.80 | 89.13 | 90.77 | 88.63 |
| 107 | 372 | 32 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 91.83 | 91.03 | 90.08 | 90.46 | 91.92 | 87.85 | 92.60 | 92.87 | 91.69 | 89.49 | 90.04 | 90.89 | 89.73 | 89.99 | 91.93 | 91.77 | 91.53 | 88.34 | 91.18 | 89.49 | 91.03 | 87.68 | 91.95 | 93.61 | 90.15 | 89.37 |
| 136 | 372 | 32 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 90.65 | 89.26 | 89.86 | 88.64 | 88.75 | 87.87 | 91.44 | 90.88 | 91.73 | 88.40 | 91.26 | 90.41 | 88.14 | 89.14 | 88.87 | 94.07 | 93.28 | 89.28 | 91.01 | 89.49 | 88.67 | 90.35 | 89.77 | 83.58 | 88.66 | 86.24 |
| 137 | 372 | 32 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 92.37 | 90.59 | 89.37 | 90.65 | 90.77 | 88.84 | 90.20 | 90.87 | 90.38 | 90.19 | 90.63 | 91.17 | 90.18 | 89.52 | 89.52 | 90.06 | 89.48 | 89.45 | 89.10 | 89.27 | 90.71 | 89.10 | 91.05 | 91.18 | 89.01 | 89.64 |
| 138 | 372 | 32 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 91.06 | 90.31 | 91.50 | 90.98 | 91.48 | 88.45 | 88.79 | 88.81 | 91.62 | 88.62 | 89.19 | 90.88 | 92.82 | 91.50 | 92.07 | 90.14 | 90.71 | 92.15 | 90.29 | 89.93 | 90.51 | 91.66 | 93.31 | 89.08 | 88.26 | 89.23 |
| 139 | 372 | 32 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 91.86 | 91.06 | 90.41 | 88.56 | 92.88 | 88.58 | 91.24 | 90.66 | 90.09 | 90.54 | 90.24 | 88.26 | 92.02 | 91.12 | 87.86 | 89.24 | 89.57 | 91.61 | 89.79 | 91.46 | 89.91 | 90.45 | 88.86 | 89.84 | 89.18 | 91.08 |
| 168 | 372 | 32 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.90 | 89.52 | 90.60 | 88.43 | 91.77 | 87.05 | 90.68 | 91.94 | 89.70 | 89.60 | 90.67 | 90.27 | 89.42 | 91.52 | 87.20 | 89.86 | 90.74 | 88.72 | 92.93 | 89.06 | 90.42 | 91.17 | 90.53 | 89.01 | 88.42 | 90.00 |
| 169 | 372 | 32 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 91.41 | 90.36 | 90.32 | 90.02 | 91.14 | 89.54 | 87.50 | 90.40 | 89.01 | 91.02 | 90.58 | 89.37 | 91.97 | 90.50 | 90.96 | 90.71 | 92.78 | 91.45 | 88.30 | 89.69 | 89.90 | 91.12 | 90.57 | 87.80 | 87.75 | 89.26 |
| 170 | 372 | 32 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 91.80 | 92.50 | 89.88 | 90.41 | 91.81 | 91.05 | 89.26 | 90.25 | 90.36 | 91.13 | 88.33 | 92.66 | 92.08 | 89.91 | 89.08 | 90.57 | 89.11 | 91.00 | 86.79 | 90.62 | 91.98 | 88.73 | 89.84 | 89.35 | 89.52 | 88.37 |
| 171 | 372 | 32 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.92 | 90.30 | 92.65 | 91.24 | 89.61 | 91.32 | 90.90 | 91.71 | 90.43 | 91.29 | 89.85 | 89.01 | 90.82 | 90.30 | 90.40 | 91.26 | 90.07 | 90.57 | 91.27 | 91.93 | 90.79 | 90.62 | 91.19 | 90.19 | 88.22 | 90.20 |
| 200 | 372 | 32 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 89.31 | 89.64 | 90.82 | 89.11 | 91.08 | 89.41 | 89.57 | 90.75 | 89.53 | 92.68 | 91.91 | 88.92 | 90.80 | 88.59 | 89.85 | 91.59 | 91.46 | 89.22 | 89.99 | 89.69 | 63.01 | 65.86 | 89.36 | 90.72 | 88.99 | 89.96 |
| 201 | 372 | 32 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 90.63 | 89.13 | 90.44 | 91.52 | 89.47 | 91.64 | 90.47 | 88.84 | 92.75 | 90.77 | 90.09 | 92.16 | 90.00 | 89.48 | 89.68 | 90.58 | 89.73 | 91.35 | 90.75 | 87.55 | 89.82 | 88.57 | 90.86 | 90.38 | 91.92 | 90.46 |
| 202 | 372 | 32 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 90.64 | 92.91 | 90.96 | 91.22 | 89.03 | 91.87 | 91.17 | 91.10 | 91.74 | 92.36 | 91.84 | 91.90 | 93.46 | 91.83 | 88.53 | 92.76 | 90.88 | 91.80 | 88.96 | 89.08 | 91.48 | 88.87 | 88.51 | 61.96 | 91.84 | 90.09 |
| 203 | 372 | 32 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 92.04 | 92.17 | 90.61 | 85.25 | 90.63 | 90.89 | 90.29 | 91.46 | 92.20 | 89.26 | 70.34 | 90.85 | 92.22 | 89.35 | 90.07 | 89.37 | 69.50 | 91.24 | 90.46 | 91.27 | 92.65 | 91.09 | 91.14 | 90.38 | 90.86 | 92.08 |
| 232 | 372 | 32 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 91.08 | 91.72 | 88.53 | 90.78 | 91.11 | 87.27 | 91.86 | 90.17 | 90.77 | 91.13 | 88.79 | 91.32 | 92.53 | 92.41 | 85.80 | 91.74 | 90.60 | 91.22 | 89.34 | 89.36 | 82.64 | 90.04 | 90.90 | 86.84 | 88.98 | 90.46 |
| 233 | 372 | 32 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 91.01 | 90.04 | 94.44 | 87.63 | 91.16 | 91.12 | 24.42 | 91.53 | 90.44 | 91.03 | 89.94 | 90.15 | 92.12 | 91.28 | 86.30 | 93.11 | 91.71 | 91.58 | 90.72 | 89.79 | 90.85 | 91.79 | 89.22 | 91.52 | 92.45 | 87.83 |
| 234 | 372 | 32 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 90.47 | 90.10 | 90.96 | 88.68 | 89.92 | 88.78 | 89.47 | 91.13 | 91.33 | 90.54 | 93.16 | 88.35 | 89.75 | 89.81 | 88.38 | 88.71 | 90.20 | 71.46 | 92.87 | 89.19 | 91.01 | 89.56 | 91.62 | 89.96 | 91.89 | 90.71 |
| 235 | 372 | 32 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 90.79 | 90.59 | 93.24 | 87.88 | 88.79 | 89.53 | 90.13 | 90.76 | 71.36 | 91.13 | 91.20 | 90.68 | 92.27 | 83.18 | 90.46 | 90.65 | 91.16 | 89.44 | 88.72 | 86.93 | 90.08 | 90.29 | 88.51 | 92.56 | 91.68 | 92.60 |
| 264 | 372 | 32 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 90.94 | 92.85 | 90.40 | 89.34 | 90.69 | 88.51 | 90.83 | 92.22 | 91.52 | 89.96 | 89.07 | 91.50 | 91.38 | 91.78 | 87.88 | 90.80 | 89.06 | 90.47 | 89.16 | 89.68 | 91.13 | 90.86 | 91.25 | 90.25 | 90.97 | 90.09 |
| 265 | 372 | 32 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.35 | 91.88 | 92.08 | 91.80 | 92.17 | 89.61 | 90.14 | 88.39 | 91.59 | 94.07 | 92.07 | 87.08 | 93.42 | 89.59 | 92.14 | 91.21 | 93.05 | 90.69 | 91.30 | 90.25 | 90.27 | 91.62 | 90.88 | 92.27 | 89.90 | 87.85 |
| 266 | 372 | 32 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 90.64 | 87.87 | 91.51 | 90.88 | 87.97 | 90.84 | 90.85 | 90.34 | 93.44 | 90.73 | 90.09 | 91.08 | 94.02 | 90.65 | 88.12 | 89.10 | 90.17 | 92.82 | 89.48 | 90.50 | 89.83 | 91.65 | 89.99 | 90.98 | 91.24 | 91.06 |
| 267 | 372 | 32 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 92.12 | 88.91 | 91.08 | 86.76 | 88.64 | 90.63 | 91.99 | 92.21 | 93.52 | 91.51 | 89.77 | 90.44 | 90.05 | 92.59 | 86.98 | 91.28 | 91.29 | 88.17 | 89.65 | 88.96 | 88.72 | 91.29 | 92.02 | 90.86 | 88.92 | 86.64 |
| 296 | 372 | 32 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.30 | 89.82 | 89.39 | 90.10 | 91.63 | 90.00 | 89.87 | 88.87 | 88.38 | 91.25 | 88.08 | 91.49 | 88.32 | 89.64 | 90.02 | 89.63 | 89.75 | 89.39 | 89.42 | 87.11 | 91.47 | 91.40 | 90.94 | 89.16 | 90.49 | 89.02 |
| 297 | 372 | 32 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.51 | 89.08 | 93.65 | 90.99 | 88.30 | 88.56 | 89.58 | 90.12 | 89.94 | 90.88 | 90.09 | 92.52 | 91.56 | 90.70 | 89.46 | 88.74 | 89.42 | 88.61 | 91.87 | 90.41 | 89.46 | 89.72 | 92.29 | 90.72 | 89.17 | 92.17 |
| 298 | 372 | 32 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.13 | 88.98 | 90.67 | 90.31 | 91.28 | 89.09 | 90.29 | 92.02 | 88.59 | 91.04 | 90.34 | 87.83 | 91.14 | 90.10 | 88.62 | 90.48 | 90.72 | 91.14 | 90.49 | 89.23 | 92.27 | 89.53 | 90.78 | 88.65 | 90.04 | 87.49 |
| 299 | 372 | 32 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.13 | 88.29 | 91.02 | 88.47 | 90.95 | 90.38 | 86.61 | 89.04 | 90.71 | 90.40 | 89.76 | 91.51 | 87.83 | 87.52 | 88.27 | 91.22 | 90.45 | 89.38 | 88.76 | 88.50 | 89.64 | 89.22 | 88.02 | 88.85 | 91.73 | 88.52 |
| 328 | 372 | 32 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.16 | 89.60 | 90.10 | 80.26 | 89.86 | 88.21 | 89.41 | 90.73 | 91.06 | 89.46 | 89.51 | 89.70 | 93.90 | 90.82 | 86.45 | 89.67 | 88.42 | 92.64 | 91.44 | 89.94 | 92.19 | 90.33 | 89.15 | 87.91 | 89.64 | 88.00 |
| 329 | 372 | 32 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.87 | 87.74 | 90.98 | 87.79 | 92.67 | 92.47 | 91.77 | 91.59 | 88.91 | 90.69 | 90.49 | 91.55 | 91.15 | 90.01 | 90.59 | 90.80 | 92.79 | 89.50 | 89.96 | 87.37 | 90.42 | 89.95 | 94.16 | 90.89 | 89.03 | 89.41 |
| 330 | 372 | 32 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.33 | 90.64 | 89.76 | 90.17 | 89.18 | 88.94 | 89.25 | 89.08 | 90.93 | 91.47 | 92.20 | 88.66 | 90.10 | 91.80 | 89.14 | 90.85 | 90.24 | 92.08 | 90.24 | 90.74 | 91.00 | 88.21 | 90.31 | 90.50 | 91.04 | 88.14 |
| 331 | 372 | 32 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 91.79 | 90.31 | 91.40 | 89.90 | 89.00 | 90.42 | 92.21 | 89.47 | 92.69 | 91.32 | 91.47 | 91.76 | 91.30 | 92.75 | 90.41 | 91.87 | 89.78 | 92.43 | 88.75 | 92.86 | 91.10 | 91.17 | 89.89 | 88.40 | 86.29 | 88.93 |
| 360 | 372 | 32 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.47 | 83.68 | 89.40 | 88.68 | 88.81 | 89.36 | 90.50 | 89.38 | 89.96 | 90.93 | 90.32 | 89.27 | 89.70 | 89.94 | 87.22 | 90.36 | 91.70 | 90.90 | 91.21 | 89.11 | 90.07 | 89.36 | 90.98 | 90.38 | 89.89 | 89.01 |
| 361 | 372 | 32 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 92.08 | 91.23 | 91.08 | 90.20 | 91.14 | 88.73 | 90.11 | 89.27 | 90.47 | 88.81 | 89.27 | 91.64 | 91.46 | 90.19 | 89.87 | 92.40 | 89.28 | 90.66 | 92.11 | 92.56 | 89.94 | 92.32 | 90.31 | 88.62 | 89.74 | 92.30 |
| 362 | 372 | 32 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.90 | 90.63 | 90.70 | 89.73 | 91.62 | 86.97 | 91.39 | 92.78 | 90.39 | 90.34 | 90.06 | 92.44 | 90.39 | 91.19 | 89.54 | 90.69 | 91.70 | 87.37 | 89.50 | 88.41 | 90.28 | 88.88 | 92.06 | 90.43 | 89.50 | 88.30 |
| 363 | 372 | 32 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.10 | 90.84 | 88.13 | 89.25 | 91.56 | 89.00 | 92.71 | 92.59 | 90.42 | 92.45 | 88.69 | 89.07 | 88.81 | 90.00 | 89.44 | 92.04 | 92.01 | 91.19 | 87.83 | 90.26 | 89.47 | 91.96 | 88.96 | 89.64 | 89.50 | 88.92 |
| 392 | 372 | 32 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 89.38 | 90.74 | 92.48 | 89.99 | 91.51 | 89.13 | 89.63 | 89.43 | 89.46 | 89.70 | 90.35 | 89.32 | 90.00 | 92.30 | 87.94 | 90.94 | 88.76 | 89.61 | 92.08 | 91.72 | 89.04 | 89.68 | 90.74 | 88.03 | 88.52 | 88.79 |
| 393 | 372 | 32 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 91.76 | 91.04 | 90.82 | 89.77 | 92.29 | 89.96 | 90.65 | 90.62 | 91.50 | 89.95 | 89.93 | 91.18 | 91.03 | 90.42 | 91.54 | 91.79 | 88.93 | 90.64 | 90.82 | 87.64 | 89.79 | 87.78 | 90.15 | 90.37 | 90.19 | 89.45 |
| 394 | 372 | 32 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 90.31 | 89.76 | 88.97 | 93.18 | 90.16 | 91.67 | 92.57 | 91.50 | 91.39 | 91.14 | 89.45 | 90.70 | 91.31 | 90.95 | 90.99 | 91.50 | 90.34 | 91.64 | 90.99 | 88.72 | 89.75 | 88.94 | 89.26 | 90.09 | 88.69 | 90.11 |
| 395 | 372 | 32 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.53 | 89.35 | 91.75 | 91.49 | 89.68 | 89.59 | 89.03 | 88.45 | 89.06 | 90.96 | 91.05 | 91.43 | 92.50 | 90.17 | 90.18 | 90.52 | 90.93 | 90.74 | 88.25 | 91.57 | 89.94 | 91.59 | 87.44 | 89.08 | 88.27 | 88.03 |
| 424 | 372 | 32 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 90.39 | 90.99 | 91.50 | 91.33 | 87.26 | 91.85 | 89.64 | 90.45 | 88.92 | 88.91 | 90.44 | 89.79 | 89.94 | 89.58 | 88.16 | 92.06 | 93.48 | 88.47 | 89.06 | 90.66 | 90.59 | 89.46 | 90.15 | 89.75 | 88.09 | 88.51 |
| 425 | 372 | 32 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.22 | 90.43 | 91.85 | 91.36 | 90.18 | 88.53 | 92.51 | 89.58 | 90.81 | 91.77 | 91.23 | 88.81 | 91.25 | 92.27 | 91.20 | 90.74 | 90.36 | 90.54 | 90.12 | 92.76 | 92.06 | 89.45 | 90.56 | 90.92 | 89.87 | 90.66 |
| 426 | 372 | 32 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.84 | 92.54 | 91.22 | 90.89 | 87.90 | 89.91 | 90.78 | 90.75 | 89.74 | 92.26 | 88.87 | 90.59 | 91.28 | 91.20 | 89.74 | 91.50 | 91.57 | 88.76 | 89.46 | 90.14 | 90.21 | 90.84 | 89.89 | 91.76 | 90.07 | 88.72 |
| 427 | 372 | 32 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 91.03 | 90.92 | 90.34 | 89.30 | 91.37 | 91.93 | 91.81 | 91.57 | 90.67 | 92.68 | 91.01 | 90.79 | 91.27 | 89.81 | 89.98 | 90.55 | 89.65 | 91.39 | 91.23 | 91.43 | 90.37 | 90.24 | 92.60 | 88.14 | 91.95 | 90.97 |
| 456 | 372 | 32 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.71 | 91.09 | 88.99 | 89.17 | 92.66 | 88.88 | 89.59 | 89.61 | 90.04 | 91.26 | 89.54 | 90.00 | 92.71 | 91.39 | 89.60 | 91.34 | 91.40 | 92.21 | 90.72 | 91.31 | 91.03 | 90.18 | 88.43 | 88.37 | 91.22 | 88.11 |
| 457 | 372 | 32 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.58 | 90.65 | 89.25 | 86.95 | 91.62 | 89.87 | 91.66 | 88.88 | 88.80 | 91.78 | 91.95 | 89.21 | 89.74 | 89.81 | 89.91 | 90.98 | 93.08 | 89.21 | 93.72 | 90.07 | 91.14 | 90.40 | 88.66 | 89.72 | 89.88 | 90.30 |
| 458 | 372 | 32 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 92.58 | 90.61 | 91.44 | 93.04 | 92.11 | 89.23 | 90.82 | 89.28 | 91.52 | 90.54 | 89.42 | 89.84 | 91.87 | 90.68 | 91.39 | 92.44 | 88.96 | 90.55 | 88.86 | 91.26 | 91.07 | 90.71 | 89.63 | 88.68 | 91.80 | 90.86 |
| 459 | 372 | 32 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.62 | 89.28 | 90.51 | 90.93 | 90.43 | 88.67 | 90.85 | 89.22 | 90.93 | 91.92 | 89.18 | 87.92 | 91.20 | 91.48 | 90.17 | 91.33 | 91.74 | 91.76 | 91.43 | 92.51 | 92.22 | 90.80 | 90.77 | 90.53 | 90.56 | 90.31 |
| 488 | 372 | 32 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 86.48 | 87.84 | 90.51 | 88.40 | 91.97 | 89.70 | 90.51 | 90.03 | 89.38 | 87.68 | 89.71 | 88.96 | 92.74 | 91.18 | 91.47 | 89.22 | 92.36 | 90.94 | 89.76 | 90.74 | 92.32 | 88.36 | 93.06 | 92.28 | 61.66 | 90.25 |
| 489 | 372 | 32 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 92.53 | 89.01 | 89.80 | 88.77 | 92.90 | 88.72 | 91.59 | 89.48 | 92.01 | 91.93 | 90.67 | 92.87 | 93.62 | 93.12 | 91.79 | 92.53 | 90.03 | 92.40 | 90.68 | 92.17 | 90.53 | 89.36 | 91.65 | 88.80 | 92.99 | 91.57 |
| 490 | 372 | 32 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 92.80 | 89.67 | 86.83 | 89.24 | 91.89 | 90.91 | 90.31 | 91.10 | 91.44 | 89.38 | 70.71 | 88.98 | 93.53 | 92.11 | 90.59 | 88.36 | 86.55 | 89.24 | 90.54 | 92.71 | 90.30 | 89.31 | 90.03 | 90.58 | 62.73 | 90.67 |
| 491 | 372 | 32 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 92.54 | 90.47 | 90.56 | 92.65 | 92.58 | 91.73 | 92.44 | 91.77 | 90.34 | 89.72 | 90.32 | 92.40 | 89.82 | 93.19 | 87.64 | 91.93 | 90.09 | 91.78 | 90.97 | 91.26 | 91.37 | 87.32 | 90.39 | 91.68 | 90.94 | 91.24 |
| 520 | 372 | 32 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.42 | 89.57 | 90.43 | 90.75 | 91.76 | 89.93 | 91.16 | 91.40 | 91.52 | 92.45 | 89.70 | 89.33 | 89.29 | 90.50 | 88.03 | 91.07 | 87.67 | 89.40 | 90.97 | 89.58 | 90.01 | 91.82 | 79.92 | 84.41 | 87.15 | 89.97 |
| 521 | 372 | 32 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 92.10 | 90.03 | 93.11 | 89.16 | 93.90 | 90.33 | 91.31 | 90.32 | 91.52 | 90.95 | 70.49 | 89.82 | 70.09 | 90.93 | 90.87 | 90.98 | 89.95 | 88.87 | 91.09 | 69.66 | 91.26 | 89.48 | 91.57 | 91.29 | 92.00 | 91.56 |
| 522 | 372 | 32 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 93.53 | 88.50 | 93.76 | 89.03 | 91.75 | 87.99 | 89.75 | 89.12 | 92.11 | 91.92 | 90.93 | 89.16 | 92.71 | 91.73 | 92.21 | 91.11 | 89.25 | 90.63 | 91.40 | 89.60 | 91.07 | 90.14 | 91.45 | 90.28 | 89.34 | 89.00 |
| 523 | 372 | 32 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 90.73 | 90.03 | 92.21 | 91.33 | 90.23 | 89.54 | 91.52 | 90.06 | 88.28 | 90.56 | 91.49 | 90.48 | 90.14 | 91.46 | 87.31 | 87.18 | 90.56 | 91.61 | 91.84 | 91.19 | 91.79 | 92.19 | 90.56 | 89.48 | 91.53 | 90.98 |
| 552 | 372 | 32 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 90.55 | 87.63 | 93.51 | 89.44 | 88.01 | 90.91 | 69.12 | 90.09 | 91.09 | 91.75 | 88.79 | 87.86 | 92.32 | 88.20 | 88.18 | 90.43 | 88.50 | 88.96 | 88.75 | 87.52 | 90.09 | 88.71 | 90.71 | 61.72 | 91.86 | 90.63 |
| 553 | 372 | 32 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.98 | 92.42 | 90.59 | 87.43 | 92.04 | 93.04 | 88.93 | 91.30 | 91.94 | 90.33 | 90.86 | 90.40 | 90.08 | 89.07 | 89.70 | 93.45 | 91.58 | 91.08 | 90.55 | 89.09 | 91.75 | 88.17 | 90.96 | 90.67 | 91.57 | 90.05 |
| 554 | 372 | 32 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 90.87 | 90.13 | 90.32 | 89.72 | 92.44 | 88.52 | 90.40 | 91.11 | 92.30 | 93.52 | 70.20 | 89.91 | 89.14 | 93.11 | 89.94 | 91.48 | 93.20 | 91.37 | 91.71 | 89.63 | 90.45 | 89.03 | 91.31 | 89.52 | 88.78 | 92.75 |
| 555 | 372 | 32 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 90.31 | 89.78 | 91.25 | 89.88 | 85.67 | 89.72 | 87.08 | 91.72 | 90.05 | 89.39 | 91.66 | 87.02 | 91.08 | 88.97 | 85.49 | 92.33 | 92.05 | 87.36 | 90.19 | 69.20 | 90.38 | 91.41 | 88.51 | 90.25 | 89.70 | 88.10 |
| 584 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.35 | 89.90 | 89.76 | 87.88 | 89.87 | 88.61 | 90.57 | 88.44 | 89.83 | 87.72 | 90.41 | 88.61 | 90.30 | 90.05 | 86.28 | 90.89 | 88.77 | 91.12 | 88.99 | 90.74 | 88.39 | 90.37 | 93.16 | 91.00 | 88.23 | 89.08 |
| 585 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.07 | 90.06 | 90.57 | 91.24 | 88.23 | 88.36 | 89.18 | 88.19 | 88.68 | 87.50 | 90.47 | 88.60 | 90.41 | 88.27 | 89.68 | 90.30 | 90.81 | 89.56 | 90.89 | 90.37 | 88.80 | 89.45 | 90.59 | 89.67 | 88.86 | 89.67 |
| 586 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.97 | 91.02 | 90.76 | 89.43 | 88.37 | 87.33 | 88.48 | 86.87 | 89.73 | 90.62 | 89.89 | 90.16 | 86.69 | 87.61 | 87.76 | 89.10 | 86.59 | 90.51 | 90.21 | 87.27 | 89.98 | 88.59 | 90.20 | 89.16 | 90.82 | 89.57 |
| 587 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.14 | 88.83 | 89.42 | 89.43 | 89.99 | 87.90 | 90.33 | 88.47 | 88.48 | 89.16 | 88.34 | 88.05 | 88.66 | 88.19 | 88.09 | 86.92 | 90.50 | 89.00 | 91.82 | 89.84 | 91.17 | 89.86 | 88.54 | 89.71 | 91.04 | 88.56 |
| 616 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.23 | 89.54 | 93.05 | 89.68 | 88.93 | 89.72 | 88.59 | 89.96 | 90.65 | 90.76 | 89.09 | 87.96 | 90.39 | 89.52 | 90.36 | 90.94 | 90.79 | 91.54 | 92.11 | 89.13 | 88.92 | 87.93 | 88.50 | 89.80 | 88.25 | 90.38 |
| 617 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.84 | 87.13 | 90.60 | 90.68 | 91.32 | 90.36 | 88.32 | 89.32 | 89.45 | 90.72 | 91.03 | 87.28 | 90.46 | 90.53 | 89.01 | 90.04 | 90.59 | 89.74 | 90.61 | 91.37 | 91.28 | 87.84 | 92.13 | 89.60 | 89.29 | 90.46 |
| 618 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.97 | 89.62 | 91.30 | 88.61 | 90.83 | 88.26 | 88.21 | 90.55 | 89.59 | 90.38 | 89.33 | 88.97 | 91.71 | 89.95 | 92.08 | 88.30 | 91.32 | 91.20 | 92.92 | 89.28 | 87.47 | 90.35 | 92.27 | 86.77 | 92.03 | 87.66 |
| 619 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.73 | 92.76 | 92.13 | 88.90 | 91.28 | 90.44 | 87.60 | 88.41 | 90.86 | 89.20 | 92.76 | 89.52 | 89.81 | 91.04 | 91.23 | 90.95 | 91.60 | 91.13 | 89.07 | 90.39 | 90.80 | 88.87 | 92.58 | 90.24 | 88.87 | 91.53 |
| 648 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.91 | 91.88 | 92.52 | 91.28 | 91.89 | 92.05 | 90.52 | 89.30 | 89.90 | 89.06 | 90.11 | 88.00 | 93.04 | 90.93 | 88.70 | 91.36 | 90.91 | 90.22 | 90.51 | 92.17 | 91.02 | 90.25 | 94.31 | 89.55 | 90.33 | 90.53 |
| 649 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.80 | 91.51 | 91.40 | 90.80 | 91.86 | 91.04 | 88.53 | 90.44 | 90.35 | 90.35 | 88.65 | 90.05 | 89.69 | 89.85 | 88.95 | 91.72 | 88.65 | 89.33 | 92.66 | 91.85 | 90.26 | 90.35 | 91.89 | 91.67 | 92.05 | 90.27 |
| 650 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.09 | 91.69 | 91.63 | 91.25 | 90.48 | 90.68 | 90.83 | 89.54 | 89.76 | 91.03 | 91.70 | 90.26 | 89.33 | 91.17 | 92.28 | 90.45 | 90.25 | 89.94 | 89.53 | 90.30 | 90.88 | 89.80 | 92.12 | 90.63 | 88.81 | 91.09 |
| 651 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 91.27 | 89.67 | 91.42 | 92.28 | 91.65 | 90.88 | 91.00 | 90.44 | 91.32 | 88.91 | 92.04 | 89.71 | 89.72 | 89.16 | 90.54 | 91.09 | 90.11 | 86.16 | 91.40 | 90.09 | 90.82 | 90.08 | 91.89 | 90.98 | 89.50 | 90.56 |
| 680 | 372 | 32 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.12 | 91.97 | 90.55 | 88.56 | 87.18 | 90.55 | 89.38 | 88.55 | 88.61 | 88.17 | 89.55 | 88.84 | 87.85 | 89.68 | 87.83 | 90.93 | 89.82 | 89.65 | 87.42 | 92.51 | 90.08 | 87.31 | 89.58 | 88.20 | 88.48 | 88.11 |
| 681 | 372 | 32 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.24 | 88.81 | 91.31 | 90.53 | 89.42 | 86.68 | 90.27 | 88.72 | 88.33 | 88.60 | 89.44 | 88.50 | 89.43 | 90.29 | 88.64 | 90.90 | 87.89 | 89.77 | 90.02 | 89.35 | 87.48 | 87.19 | 89.16 | 90.34 | 90.24 | 88.32 |
| 682 | 372 | 32 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.39 | 89.40 | 88.01 | 87.39 | 88.98 | 87.88 | 91.22 | 90.97 | 88.34 | 88.51 | 87.82 | 87.89 | 87.51 | 88.72 | 90.11 | 88.85 | 86.76 | 89.74 | 91.04 | 86.17 | 89.86 | 86.64 | 88.17 | 88.77 | 86.77 | 88.23 |
| 683 | 372 | 32 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.38 | 89.31 | 89.23 | 89.75 | 90.51 | 85.28 | 88.72 | 87.28 | 90.16 | 87.27 | 89.90 | 89.38 | 91.52 | 91.28 | 90.91 | 91.06 | 90.85 | 90.87 | 90.51 | 88.01 | 87.77 | 88.42 | 91.28 | 90.92 | 90.07 | 87.03 |
| 712 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 90.76 | 90.27 | 90.92 | 89.61 | 92.00 | 89.00 | 88.59 | 88.31 | 90.19 | 91.06 | 89.94 | 90.18 | 91.17 | 90.52 | 90.48 | 90.52 | 91.60 | 91.31 | 91.01 | 90.22 | 88.38 | 89.98 | 90.44 | 90.60 | 91.88 | 89.32 |
| 713 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.63 | 91.71 | 90.22 | 89.55 | 92.05 | 89.87 | 90.42 | 89.77 | 88.72 | 90.03 | 90.16 | 90.78 | 88.37 | 90.75 | 88.04 | 90.61 | 90.29 | 89.70 | 91.11 | 90.90 | 89.46 | 89.93 | 90.58 | 89.80 | 90.90 | 86.09 |
| 714 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 90.57 | 91.34 | 92.70 | 89.83 | 89.29 | 89.15 | 90.33 | 88.25 | 88.91 | 89.70 | 91.51 | 86.96 | 89.13 | 89.12 | 87.13 | 91.77 | 90.55 | 90.48 | 88.75 | 90.90 | 88.85 | 88.50 | 90.59 | 90.06 | 89.10 | 91.27 |
| 715 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 91.69 | 90.14 | 91.91 | 87.95 | 90.30 | 88.41 | 89.01 | 90.11 | 90.50 | 90.63 | 89.98 | 87.24 | 90.67 | 90.12 | 87.92 | 90.31 | 91.47 | 88.15 | 90.09 | 88.82 | 89.72 | 90.07 | 88.63 | 89.08 | 86.67 | 86.18 |
| 744 | 372 | 32 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 89.59 | 90.84 | 92.54 | 89.81 | 89.28 | 92.48 | 89.12 | 89.31 | 89.26 | 91.45 | 89.86 | 89.66 | 89.76 | 90.48 | 89.85 | 89.82 | 90.53 | 90.51 | 90.64 | 88.94 | 89.89 | 90.57 | 90.13 | 87.81 | 89.63 | 88.18 |
| 745 | 372 | 32 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 90.23 | 92.01 | 90.32 | 88.17 | 90.22 | 89.04 | 89.32 | 91.39 | 89.79 | 90.16 | 87.71 | 89.63 | 90.05 | 90.78 | 88.81 | 90.50 | 91.48 | 88.75 | 89.78 | 91.27 | 91.16 | 89.49 | 90.74 | 88.22 | 87.25 | 91.82 |
| 746 | 372 | 32 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.82 | 92.46 | 91.01 | 89.98 | 91.65 | 90.06 | 89.70 | 89.27 | 90.48 | 88.81 | 90.85 | 88.20 | 90.35 | 90.06 | 90.32 | 90.39 | 92.22 | 91.67 | 90.14 | 89.81 | 91.33 | 89.10 | 92.10 | 89.37 | 88.24 | 89.72 |
| 747 | 372 | 32 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 90.36 | 92.49 | 91.47 | 89.45 | 89.89 | 89.78 | 88.72 | 89.98 | 88.94 | 87.70 | 90.86 | 89.11 | 90.24 | 91.65 | 89.91 | 90.43 | 89.53 | 88.22 | 92.67 | 92.19 | 87.85 | 90.14 | 91.45 | 90.27 | 90.40 | 86.51 |
| 776 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 87.70 | 90.81 | 89.24 | 90.10 | 87.46 | 89.26 | 90.27 | 87.22 | 89.74 | 89.54 | 89.40 | 88.18 | 90.40 | 88.71 | 87.69 | 89.00 | 90.63 | 90.06 | 89.05 | 68.40 | 86.57 | 87.76 | 88.98 | 89.24 | 88.30 | 88.74 |
| 777 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 90.04 | 87.41 | 88.77 | 89.62 | 89.88 | 88.80 | 90.29 | 87.39 | 89.56 | 87.80 | 88.54 | 88.45 | 90.03 | 87.93 | 88.60 | 70.42 | 92.68 | 90.60 | 89.44 | 88.32 | 90.26 | 90.46 | 87.70 | 89.79 | 91.27 | 89.56 |
| 778 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 91.88 | 92.38 | 93.13 | 87.94 | 91.73 | 89.03 | 89.15 | 88.59 | 90.59 | 90.40 | 89.33 | 89.08 | 90.49 | 91.29 | 88.18 | 89.78 | 86.30 | 91.72 | 91.92 | 89.01 | 89.65 | 88.47 | 91.59 | 88.94 | 91.51 | 89.18 |
| 779 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 91.01 | 92.24 | 90.53 | 89.50 | 88.33 | 89.11 | 90.81 | 87.76 | 89.72 | 90.01 | 90.72 | 89.71 | 91.18 | 91.03 | 89.09 | 90.79 | 88.70 | 89.55 | 90.57 | 89.42 | 90.17 | 89.03 | 91.76 | 91.88 | 90.55 | 88.56 |
| 808 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 90.64 | 88.78 | 91.29 | 90.71 | 92.65 | 69.01 | 68.93 | 89.16 | 89.52 | 90.97 | 69.02 | 69.77 | 91.97 | 91.34 | 89.43 | 70.38 | 89.85 | 92.22 | 69.53 | 90.55 | 90.28 | 88.96 | 89.82 | 75.47 | 90.09 | 86.70 |
| 809 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 91.32 | 91.54 | 92.26 | 88.46 | 92.44 | 90.25 | 90.53 | 91.38 | 92.09 | 88.86 | 89.54 | 90.03 | 90.73 | 90.47 | 90.35 | 90.09 | 70.40 | 92.51 | 67.92 | 69.42 | 89.27 | 89.61 | 89.09 | 90.90 | 89.87 | 91.25 |
| 810 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 90.63 | 92.34 | 88.10 | 90.88 | 90.98 | 87.36 | 69.69 | 87.23 | 89.67 | 90.55 | 89.32 | 89.13 | 90.04 | 90.85 | 88.27 | 70.93 | 90.39 | 92.85 | 90.22 | 91.37 | 90.94 | 90.83 | 87.45 | 88.57 | 88.64 | 88.52 |
| 811 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 91.51 | 93.00 | 92.39 | 90.76 | 92.51 | 89.13 | 90.31 | 89.87 | 89.12 | 88.58 | 91.34 | 89.17 | 91.01 | 91.08 | 87.49 | 91.90 | 90.30 | 68.93 | 90.39 | 90.45 | 91.60 | 88.93 | 91.41 | 59.97 | 90.24 | 90.58 |
| 840 | 372 | 32 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 89.90 | 89.06 | 90.48 | 91.94 | 91.81 | 88.17 | 89.38 | 91.05 | 91.94 | 91.14 | 89.04 | 90.87 | 89.08 | 89.84 | 89.79 | 92.49 | 90.50 | 88.36 | 70.25 | 69.28 | 89.89 | 90.24 | 90.25 | 90.59 | 90.37 | 90.90 |
| 841 | 372 | 32 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 90.11 | 91.70 | 89.95 | 90.25 | 91.49 | 89.03 | 90.72 | 90.44 | 90.80 | 91.93 | 89.56 | 90.55 | 91.47 | 88.33 | 89.96 | 91.66 | 90.04 | 68.21 | 91.04 | 89.94 | 88.85 | 91.46 | 90.65 | 89.67 | 61.95 | 89.68 |
| 842 | 372 | 32 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 91.41 | 69.50 | 89.15 | 88.86 | 91.24 | 86.24 | 91.11 | 89.03 | 92.25 | 70.14 | 91.15 | 88.72 | 91.05 | 90.64 | 90.30 | 90.19 | 89.45 | 69.95 | 91.13 | 88.06 | 90.51 | 88.49 | 91.17 | 92.12 | 90.63 | 90.78 |
| 843 | 372 | 32 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 91.41 | 90.59 | 90.77 | 90.01 | 88.53 | 69.46 | 89.54 | 69.43 | 91.41 | 88.81 | 69.01 | 69.26 | 68.65 | 90.20 | 91.70 | 70.03 | 88.67 | 68.94 | 88.49 | 68.76 | 88.86 | 90.67 | 91.66 | 62.06 | 89.64 | 62.21 |
| 872 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 86.60 | 88.50 | 91.77 | 91.49 | 87.70 | 88.33 | 90.52 | 91.30 | 89.18 | 90.21 | 88.82 | 89.08 | 89.09 | 91.05 | 90.09 | 88.96 | 88.46 | 90.44 | 91.80 | 86.04 | 87.23 | 86.39 | 91.32 | 90.25 | 91.24 | 88.75 |
| 873 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.79 | 92.02 | 91.52 | 88.76 | 88.09 | 87.47 | 87.41 | 89.62 | 87.14 | 89.98 | 87.76 | 90.64 | 89.94 | 87.83 | 88.08 | 89.88 | 91.39 | 89.26 | 89.12 | 89.96 | 89.81 | 88.46 | 90.39 | 90.22 | 89.84 | 87.80 |
| 874 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.12 | 88.40 | 87.06 | 89.55 | 86.68 | 87.51 | 88.96 | 86.88 | 88.39 | 88.10 | 88.16 | 89.07 | 88.04 | 87.72 | 87.88 | 86.74 | 89.10 | 88.29 | 89.36 | 89.55 | 86.20 | 87.68 | 89.39 | 87.38 | 87.56 | 87.59 |
| 875 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.89 | 90.83 | 89.82 | 89.47 | 90.31 | 86.79 | 89.02 | 88.42 | 89.24 | 88.84 | 90.62 | 87.25 | 89.60 | 91.83 | 90.58 | 90.56 | 93.11 | 90.82 | 91.00 | 89.43 | 88.72 | 88.53 | 90.48 | 90.81 | 90.27 | 87.72 |
| 904 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.73 | 89.60 | 92.31 | 87.55 | 88.98 | 89.79 | 88.95 | 90.24 | 88.77 | 92.79 | 87.86 | 88.99 | 90.25 | 91.05 | 91.70 | 90.85 | 90.59 | 90.19 | 92.31 | 90.38 | 91.09 | 90.39 | 91.43 | 88.82 | 92.30 | 89.50 |
| 905 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.88 | 91.03 | 90.55 | 89.46 | 91.27 | 89.24 | 90.95 | 89.85 | 89.36 | 89.83 | 92.75 | 92.07 | 90.95 | 93.10 | 90.73 | 91.25 | 89.11 | 92.91 | 91.97 | 90.00 | 89.13 | 87.98 | 92.79 | 89.66 | 90.90 | 90.24 |
| 906 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.08 | 89.88 | 90.15 | 89.17 | 91.07 | 88.21 | 92.28 | 89.34 | 88.56 | 90.69 | 92.36 | 90.95 | 89.27 | 89.56 | 89.64 | 91.59 | 91.60 | 91.70 | 90.60 | 88.05 | 88.81 | 89.19 | 91.76 | 90.23 | 89.53 | 90.63 |
| 907 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.05 | 90.48 | 91.41 | 87.70 | 89.10 | 88.75 | 88.42 | 89.63 | 89.92 | 90.28 | 90.57 | 90.83 | 90.49 | 90.88 | 88.83 | 89.25 | 91.00 | 91.12 | 91.43 | 90.26 | 90.79 | 89.48 | 92.40 | 90.88 | 91.46 | 90.94 |
| 936 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.02 | 91.53 | 91.79 | 90.23 | 91.60 | 89.40 | 90.70 | 87.54 | 90.81 | 88.64 | 92.01 | 90.23 | 91.41 | 90.80 | 89.79 | 91.90 | 89.22 | 91.01 | 92.07 | 90.63 | 89.91 | 89.75 | 90.85 | 89.84 | 89.19 | 90.57 |
| 937 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.02 | 90.93 | 91.30 | 90.41 | 91.33 | 91.39 | 91.54 | 90.68 | 88.79 | 88.03 | 92.38 | 91.42 | 91.39 | 90.42 | 90.15 | 91.28 | 91.56 | 93.68 | 91.50 | 89.42 | 89.95 | 91.77 | 90.98 | 90.84 | 89.67 | 87.08 |
| 938 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.31 | 92.39 | 91.98 | 88.78 | 88.07 | 91.30 | 90.14 | 90.78 | 90.44 | 90.25 | 93.25 | 89.87 | 89.64 | 92.07 | 89.05 | 91.76 | 88.98 | 91.00 | 92.07 | 91.92 | 92.10 | 90.08 | 93.52 | 89.52 | 91.27 | 90.83 |
| 939 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.43 | 91.83 | 92.26 | 91.07 | 91.40 | 92.68 | 90.87 | 90.39 | 90.49 | 89.64 | 91.37 | 90.75 | 91.08 | 91.80 | 89.56 | 90.02 | 92.10 | 90.52 | 92.28 | 91.78 | 93.10 | 90.43 | 92.29 | 89.19 | 89.90 | 91.48 |
| 968 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.77 | 84.98 | 89.25 | 88.85 | 88.18 | 89.24 | 88.62 | 89.01 | 88.11 | 87.61 | 90.41 | 87.59 | 87.81 | 90.05 | 87.84 | 90.89 | 89.54 | 87.93 | 88.51 | 88.02 | 88.05 | 85.73 | 91.82 | 86.64 | 88.19 | 88.43 |
| 969 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.67 | 88.76 | 88.91 | 89.35 | 87.92 | 86.39 | 86.97 | 88.76 | 90.70 | 89.84 | 91.81 | 87.64 | 89.01 | 90.22 | 88.36 | 88.63 | 91.73 | 88.25 | 90.81 | 88.55 | 91.57 | 87.44 | 89.83 | 88.63 | 89.29 | 88.51 |
| 970 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.15 | 92.23 | 86.14 | 88.11 | 89.09 | 87.80 | 88.06 | 88.11 | 90.63 | 87.84 | 89.79 | 89.72 | 90.33 | 90.82 | 84.92 | 89.30 | 90.17 | 90.05 | 87.85 | 90.32 | 91.05 | 88.27 | 88.86 | 90.17 | 87.28 | 86.39 |
| 971 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.96 | 87.35 | 91.72 | 89.31 | 87.44 | 88.96 | 88.94 | 87.43 | 85.55 | 87.75 | 88.88 | 90.26 | 89.83 | 90.08 | 89.19 | 90.59 | 88.95 | 90.55 | 88.71 | 90.47 | 89.16 | 87.65 | 92.64 | 89.70 | 87.97 | 87.29 |
| 1000 | 372 | 32 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 90.12 | 89.31 | 89.08 | 88.13 | 90.02 | 89.06 | 90.10 | 88.85 | 88.26 | 88.61 | 90.56 | 89.81 | 90.50 | 90.01 | 89.98 | 90.11 | 90.39 | 90.79 | 92.28 | 89.99 | 88.67 | 90.05 | 91.11 | 88.07 | 87.75 | 88.06 |
| 1001 | 372 | 32 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 91.97 | 89.86 | 91.50 | 89.45 | 93.04 | 88.66 | 89.50 | 88.14 | 90.58 | 90.70 | 91.93 | 87.38 | 89.32 | 88.75 | 89.02 | 87.86 | 91.73 | 91.48 | 92.99 | 87.36 | 90.23 | 88.60 | 91.15 | 88.91 | 89.46 | 89.87 |
| 1002 | 372 | 32 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.85 | 88.98 | 92.27 | 89.68 | 89.61 | 87.71 | 88.17 | 89.88 | 89.54 | 90.47 | 90.54 | 89.79 | 89.80 | 89.84 | 87.45 | 90.14 | 92.29 | 90.90 | 91.48 | 88.88 | 89.80 | 86.87 | 89.99 | 89.71 | 88.34 | 86.67 |
| 1003 | 372 | 32 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 90.80 | 92.04 | 89.92 | 90.14 | 89.10 | 87.24 | 89.05 | 89.13 | 90.56 | 90.91 | 90.94 | 89.61 | 89.67 | 90.05 | 89.53 | 89.60 | 89.72 | 90.81 | 89.83 | 91.26 | 90.20 | 88.06 | 91.66 | 86.96 | 85.49 | 89.11 |
| 1032 | 372 | 32 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 93.05 | 93.31 | 93.20 | 88.85 | 89.69 | 89.79 | 92.28 | 89.55 | 88.68 | 90.15 | 90.36 | 88.73 | 89.01 | 90.76 | 89.83 | 89.53 | 90.51 | 89.87 | 90.69 | 90.49 | 89.66 | 90.13 | 90.84 | 88.64 | 90.31 | 87.25 |
| 1033 | 372 | 32 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.92 | 90.66 | 89.68 | 88.68 | 89.25 | 90.09 | 91.33 | 91.25 | 88.63 | 89.32 | 90.55 | 89.55 | 92.18 | 89.16 | 90.65 | 90.29 | 92.05 | 89.68 | 93.04 | 90.63 | 89.94 | 87.82 | 92.33 | 88.49 | 89.95 | 87.59 |
| 1034 | 372 | 32 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 91.15 | 90.50 | 90.94 | 91.17 | 90.26 | 89.62 | 90.03 | 89.93 | 90.34 | 89.94 | 92.48 | 90.25 | 91.50 | 90.36 | 90.92 | 90.77 | 91.98 | 90.44 | 92.37 | 88.47 | 92.26 | 90.62 | 91.19 | 89.92 | 92.70 | 88.43 |
| 1035 | 372 | 32 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 91.24 | 89.74 | 90.63 | 88.44 | 89.80 | 89.92 | 89.40 | 87.04 | 90.72 | 87.53 | 91.47 | 88.73 | 90.04 | 90.57 | 87.17 | 89.41 | 88.82 | 88.40 | 90.47 | 91.71 | 90.64 | 88.91 | 90.96 | 87.44 | 88.93 | 88.94 |
| 1064 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.87 | 88.52 | 90.97 | 90.42 | 90.22 | 91.17 | 89.50 | 87.82 | 90.56 | 91.42 | 90.90 | 89.11 | 89.43 | 93.06 | 88.40 | 88.69 | 90.08 | 88.85 | 69.74 | 88.88 | 90.92 | 88.15 | 90.57 | 88.78 | 89.72 | 88.26 |
| 1065 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.54 | 90.50 | 88.45 | 88.78 | 89.34 | 90.56 | 89.17 | 89.62 | 88.87 | 89.88 | 89.10 | 88.70 | 90.94 | 88.94 | 88.78 | 90.48 | 89.10 | 88.66 | 90.12 | 89.44 | 89.38 | 89.82 | 90.25 | 89.27 | 90.63 | 90.49 |
| 1066 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.61 | 88.89 | 90.87 | 90.66 | 89.05 | 90.37 | 92.25 | 91.21 | 91.07 | 91.45 | 92.03 | 87.54 | 91.56 | 92.48 | 90.46 | 90.37 | 91.36 | 91.49 | 91.11 | 88.86 | 90.46 | 90.12 | 91.08 | 91.53 | 91.73 | 91.56 |
| 1067 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.72 | 91.89 | 91.07 | 88.35 | 88.51 | 88.68 | 91.29 | 88.50 | 87.98 | 88.59 | 88.69 | 90.09 | 89.23 | 92.03 | 91.52 | 89.43 | 69.82 | 91.52 | 91.72 | 87.59 | 90.52 | 90.22 | 90.93 | 91.08 | 88.79 | 89.11 |
| 1096 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 91.27 | 89.96 | 91.70 | 88.46 | 89.48 | 89.70 | 88.39 | 87.06 | 91.81 | 89.55 | 68.70 | 89.51 | 89.17 | 92.88 | 89.20 | 89.61 | 90.75 | 92.10 | 68.77 | 88.31 | 89.56 | 88.26 | 90.74 | 91.14 | 91.00 | 89.60 |
| 1097 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 91.16 | 90.59 | 92.77 | 90.42 | 91.01 | 88.58 | 90.41 | 91.06 | 89.01 | 90.98 | 90.45 | 68.77 | 89.98 | 90.98 | 91.48 | 88.71 | 91.45 | 68.20 | 90.57 | 89.77 | 89.52 | 89.99 | 91.79 | 90.13 | 89.92 | 88.21 |
| 1098 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.83 | 91.82 | 90.37 | 89.82 | 90.91 | 90.45 | 90.71 | 90.06 | 89.87 | 91.25 | 68.70 | 88.44 | 90.02 | 91.87 | 92.24 | 89.05 | 90.11 | 89.44 | 69.73 | 90.08 | 88.73 | 87.82 | 92.78 | 87.86 | 89.59 | 88.15 |
| 1099 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 89.35 | 92.30 | 69.63 | 89.89 | 91.24 | 89.97 | 91.50 | 91.66 | 91.37 | 90.97 | 89.77 | 88.95 | 90.96 | 89.61 | 91.98 | 89.75 | 91.34 | 90.26 | 69.20 | 88.62 | 90.14 | 88.88 | 94.65 | 89.24 | 90.28 | 89.56 |
| 1128 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 91.70 | 89.34 | 89.14 | 89.99 | 90.41 | 90.74 | 91.12 | 88.61 | 92.05 | 92.76 | 69.28 | 70.04 | 90.02 | 88.87 | 58.69 | 88.27 | 88.57 | 91.31 | 89.51 | 92.46 | 88.92 | 91.12 | 90.06 | 89.09 | 90.27 | 59.94 |
| 1129 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 91.40 | 91.43 | 89.80 | 92.27 | 93.03 | 68.50 | 89.04 | 90.09 | 90.79 | 91.33 | 91.13 | 87.95 | 88.67 | 90.78 | 89.59 | 90.02 | 89.37 | 68.66 | 69.02 | 90.37 | 90.63 | 90.72 | 89.49 | 88.99 | 60.42 | 90.99 |
| 1130 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 90.11 | 92.26 | 90.74 | 92.31 | 69.40 | 89.70 | 92.73 | 90.67 | 89.72 | 88.76 | 92.01 | 91.56 | 90.42 | 90.51 | 89.77 | 69.64 | 89.76 | 92.55 | 69.65 | 89.97 | 89.28 | 91.20 | 92.09 | 91.64 | 61.31 | 90.81 |
| 1131 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 92.08 | 91.64 | 70.43 | 87.53 | 90.47 | 85.42 | 90.66 | 91.27 | 92.13 | 90.42 | 70.01 | 68.52 | 68.99 | 93.00 | 91.36 | 91.57 | 93.45 | 90.29 | 88.26 | 69.11 | 90.87 | 90.46 | 92.30 | 91.08 | 91.29 | 87.54 |
The global mean maximum row:
| mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | average_map | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 875 | 87.63 | 88.04 | 89.34 | 87.92 | 88.65 | 88.71 | 88.12 | 88.65 | 87.78 | 87.31 | 88.70 | 88.66 | 88.61 | 88.63 | 88.94 | 89.16 | 88.39 | 88.68 | 89.24 | 89.03 | 86.63 | 86.42 | 88.17 | 88.87 | 88.14 | 86.27 | 88.257308 |
| 939 | 86.66 | 89.58 | 88.80 | 88.61 | 88.35 | 89.18 | 87.47 | 88.28 | 88.47 | 87.85 | 89.38 | 88.18 | 89.19 | 89.93 | 88.37 | 87.15 | 88.94 | 87.89 | 88.93 | 88.51 | 87.90 | 87.34 | 89.51 | 86.24 | 86.11 | 87.18 | 88.230769 |
| 585 | 88.49 | 90.02 | 88.79 | 87.85 | 86.92 | 88.16 | 86.82 | 86.91 | 87.54 | 87.94 | 88.92 | 88.77 | 88.38 | 87.40 | 88.68 | 89.51 | 88.28 | 89.03 | 89.43 | 88.26 | 86.81 | 86.11 | 88.92 | 88.20 | 87.63 | 88.86 | 88.178077 |
| 649 | 89.31 | 86.67 | 88.61 | 87.64 | 88.61 | 90.28 | 87.51 | 87.60 | 88.57 | 87.97 | 88.86 | 87.30 | 88.29 | 88.30 | 88.92 | 87.26 | 87.04 | 86.85 | 88.89 | 88.52 | 86.53 | 86.67 | 90.11 | 88.84 | 88.41 | 88.62 | 88.160769 |
| 650 | 85.47 | 90.14 | 88.90 | 88.92 | 89.10 | 89.91 | 88.07 | 87.86 | 88.47 | 86.89 | 89.97 | 87.60 | 88.78 | 88.77 | 88.68 | 87.99 | 89.12 | 89.10 | 87.75 | 89.73 | 86.76 | 87.16 | 88.00 | 86.70 | 85.35 | 86.43 | 88.139231 |
| 651 | 88.44 | 87.13 | 88.67 | 89.08 | 87.95 | 89.54 | 88.40 | 87.37 | 88.89 | 88.06 | 88.98 | 89.41 | 87.11 | 87.17 | 87.75 | 87.68 | 86.95 | 87.57 | 89.27 | 87.41 | 89.12 | 86.62 | 88.38 | 87.42 | 87.61 | 88.04 | 88.077692 |
| 906 | 88.72 | 88.21 | 88.04 | 87.20 | 88.36 | 87.73 | 88.21 | 87.74 | 86.93 | 88.25 | 89.68 | 89.49 | 88.86 | 88.40 | 87.39 | 89.96 | 87.26 | 88.50 | 89.63 | 88.96 | 86.33 | 85.55 | 89.16 | 86.68 | 85.70 | 87.85 | 88.030385 |
| 907 | 87.84 | 86.66 | 88.52 | 86.95 | 88.80 | 88.28 | 87.14 | 87.58 | 88.17 | 88.06 | 89.63 | 89.97 | 88.73 | 87.78 | 89.74 | 86.70 | 88.30 | 88.03 | 88.64 | 89.12 | 86.59 | 87.69 | 86.97 | 87.36 | 87.82 | 87.37 | 88.016923 |
| 938 | 89.68 | 87.12 | 88.43 | 86.58 | 87.66 | 87.94 | 88.87 | 87.70 | 87.84 | 87.94 | 90.29 | 87.85 | 88.33 | 88.33 | 86.00 | 88.89 | 87.44 | 88.45 | 90.45 | 87.93 | 87.75 | 86.89 | 88.91 | 85.93 | 86.97 | 87.73 | 87.996154 |
| 648 | 87.08 | 88.48 | 88.28 | 88.39 | 88.38 | 89.21 | 87.39 | 87.28 | 88.68 | 85.73 | 89.34 | 88.00 | 88.41 | 87.39 | 87.20 | 87.92 | 89.13 | 87.21 | 88.09 | 89.64 | 87.28 | 85.43 | 89.17 | 87.06 | 87.84 | 87.75 | 87.913846 |
Model performance on validation data (Mann-Whitney U Test)
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues_mw = []
pvalues_real_mw = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
pvalues_real_mw.append(p_value_mw)
pvalues_mw.append((p_value_mw >= 0.05)*1)
dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw
dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')
max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 873 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.44 | 89.02 | 87.86 | 89.30 | 85.01 | 89.48 | 85.92 | 88.24 | 88.20 | 87.57 | 88.42 | 88.82 | 89.84 | 85.20 | 87.11 | 88.65 | 88.42 | 87.68 | 86.86 | 89.85 | 87.23 | 87.06 | 87.97 | 88.37 | 85.81 | 87.64 |
| 875 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.63 | 88.04 | 89.34 | 87.92 | 88.65 | 88.71 | 88.12 | 88.65 | 87.78 | 87.31 | 88.70 | 88.66 | 88.61 | 88.63 | 88.94 | 89.16 | 88.39 | 88.68 | 89.24 | 89.03 | 86.63 | 86.42 | 88.17 | 88.87 | 88.14 | 86.27 |
| 1064 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 88.37 | 88.46 | 89.29 | 87.84 | 88.79 | 89.12 | 88.00 | 87.65 | 88.41 | 89.77 | 88.98 | 89.57 | 87.04 | 88.66 | 87.71 | 88.27 | 88.42 | 88.67 | 75.25 | 88.30 | 87.65 | 85.50 | 86.67 | 85.22 | 87.10 | 86.76 |
| 584 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.34 | 88.36 | 87.09 | 86.28 | 89.16 | 89.52 | 88.25 | 87.19 | 86.93 | 87.30 | 87.80 | 88.74 | 87.24 | 87.31 | 87.33 | 88.55 | 87.95 | 88.30 | 89.94 | 89.82 | 85.19 | 85.84 | 88.72 | 89.16 | 86.22 | 88.59 |
| 585 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.49 | 90.02 | 88.79 | 87.85 | 86.92 | 88.16 | 86.82 | 86.91 | 87.54 | 87.94 | 88.92 | 88.77 | 88.38 | 87.40 | 88.68 | 89.51 | 88.28 | 89.03 | 89.43 | 88.26 | 86.81 | 86.11 | 88.92 | 88.20 | 87.63 | 88.86 |
| 779 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.26 | 88.48 | 88.74 | 88.43 | 87.41 | 88.86 | 86.86 | 88.20 | 88.39 | 87.78 | 88.84 | 89.66 | 87.92 | 89.02 | 88.11 | 87.50 | 87.61 | 88.10 | 89.14 | 88.47 | 87.67 | 84.76 | 87.67 | 87.27 | 85.63 | 85.82 |
| 904 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.59 | 88.48 | 88.80 | 86.70 | 89.93 | 89.18 | 86.82 | 88.12 | 87.77 | 89.52 | 88.86 | 88.09 | 87.72 | 87.54 | 88.47 | 88.79 | 87.48 | 86.77 | 89.75 | 88.36 | 86.33 | 86.13 | 86.96 | 84.98 | 88.18 | 84.95 |
| 906 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.72 | 88.21 | 88.04 | 87.20 | 88.36 | 87.73 | 88.21 | 87.74 | 86.93 | 88.25 | 89.68 | 89.49 | 88.86 | 88.40 | 87.39 | 89.96 | 87.26 | 88.50 | 89.63 | 88.96 | 86.33 | 85.55 | 89.16 | 86.68 | 85.70 | 87.85 |
| 907 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.84 | 86.66 | 88.52 | 86.95 | 88.80 | 88.28 | 87.14 | 87.58 | 88.17 | 88.06 | 89.63 | 89.97 | 88.73 | 87.78 | 89.74 | 86.70 | 88.30 | 88.03 | 88.64 | 89.12 | 86.59 | 87.69 | 86.97 | 87.36 | 87.82 | 87.37 |
| 616 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.63 | 87.62 | 87.98 | 88.72 | 88.24 | 89.06 | 87.42 | 88.39 | 88.20 | 88.02 | 89.05 | 89.00 | 88.45 | 87.38 | 89.01 | 88.34 | 88.62 | 87.68 | 88.48 | 89.43 | 85.36 | 86.69 | 86.30 | 85.50 | 86.05 | 85.52 |
| 618 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.58 | 89.37 | 86.58 | 86.44 | 88.02 | 87.57 | 87.68 | 87.58 | 88.12 | 88.00 | 88.14 | 88.58 | 89.37 | 88.31 | 90.48 | 88.83 | 87.82 | 88.90 | 89.40 | 89.59 | 84.42 | 84.65 | 90.06 | 85.94 | 88.41 | 86.38 |
| 619 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.56 | 89.47 | 88.10 | 85.45 | 88.45 | 88.21 | 87.46 | 87.73 | 88.99 | 88.67 | 90.86 | 88.99 | 89.10 | 88.89 | 88.66 | 86.55 | 89.12 | 86.03 | 88.32 | 87.19 | 87.22 | 84.29 | 87.69 | 86.41 | 84.79 | 87.87 |
| 937 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.69 | 88.09 | 88.83 | 87.50 | 87.41 | 86.65 | 88.52 | 89.02 | 87.41 | 87.48 | 88.86 | 88.94 | 89.14 | 87.09 | 88.58 | 88.53 | 87.69 | 89.82 | 88.78 | 88.92 | 85.70 | 87.98 | 87.91 | 85.94 | 88.06 | 85.10 |
| 938 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.68 | 87.12 | 88.43 | 86.58 | 87.66 | 87.94 | 88.87 | 87.70 | 87.84 | 87.94 | 90.29 | 87.85 | 88.33 | 88.33 | 86.00 | 88.89 | 87.44 | 88.45 | 90.45 | 87.93 | 87.75 | 86.89 | 88.91 | 85.93 | 86.97 | 87.73 |
| 939 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.66 | 89.58 | 88.80 | 88.61 | 88.35 | 89.18 | 87.47 | 88.28 | 88.47 | 87.85 | 89.38 | 88.18 | 89.19 | 89.93 | 88.37 | 87.15 | 88.94 | 87.89 | 88.93 | 88.51 | 87.90 | 87.34 | 89.51 | 86.24 | 86.11 | 87.18 |
| 648 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.08 | 88.48 | 88.28 | 88.39 | 88.38 | 89.21 | 87.39 | 87.28 | 88.68 | 85.73 | 89.34 | 88.00 | 88.41 | 87.39 | 87.20 | 87.92 | 89.13 | 87.21 | 88.09 | 89.64 | 87.28 | 85.43 | 89.17 | 87.06 | 87.84 | 87.75 |
| 649 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.31 | 86.67 | 88.61 | 87.64 | 88.61 | 90.28 | 87.51 | 87.60 | 88.57 | 87.97 | 88.86 | 87.30 | 88.29 | 88.30 | 88.92 | 87.26 | 87.04 | 86.85 | 88.89 | 88.52 | 86.53 | 86.67 | 90.11 | 88.84 | 88.41 | 88.62 |
| 650 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 85.47 | 90.14 | 88.90 | 88.92 | 89.10 | 89.91 | 88.07 | 87.86 | 88.47 | 86.89 | 89.97 | 87.60 | 88.78 | 88.77 | 88.68 | 87.99 | 89.12 | 89.10 | 87.75 | 89.73 | 86.76 | 87.16 | 88.00 | 86.70 | 85.35 | 86.43 |
| 651 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.44 | 87.13 | 88.67 | 89.08 | 87.95 | 89.54 | 88.40 | 87.37 | 88.89 | 88.06 | 88.98 | 89.41 | 87.11 | 87.17 | 87.75 | 87.68 | 86.95 | 87.57 | 89.27 | 87.41 | 89.12 | 86.62 | 88.38 | 87.42 | 87.61 | 88.04 |
Size of the All data: (144, 29)
Size of the Sig data: (19, 34)
Code
dt_mw11 = dt_mw[list(dt_mw.columns[dt_mw.columns.str.startswith('mAP_valid')])]
# Apply the function row-wise
dt_mw11['max_map'] = dt_mw11.apply(np.max, axis=1)
dt_mw11 = dt_mw11.sort_values(by = ['max_map'],ascending=False)
html_table = dt_mw11.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 400px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))| mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | max_map | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 619 | 87.56 | 89.47 | 88.10 | 85.45 | 88.45 | 88.21 | 87.46 | 87.73 | 88.99 | 88.67 | 90.86 | 88.99 | 89.10 | 88.89 | 88.66 | 86.55 | 89.12 | 86.03 | 88.32 | 87.19 | 87.22 | 84.29 | 87.69 | 86.41 | 84.79 | 87.87 | 90.86 |
| 618 | 86.58 | 89.37 | 86.58 | 86.44 | 88.02 | 87.57 | 87.68 | 87.58 | 88.12 | 88.00 | 88.14 | 88.58 | 89.37 | 88.31 | 90.48 | 88.83 | 87.82 | 88.90 | 89.40 | 89.59 | 84.42 | 84.65 | 90.06 | 85.94 | 88.41 | 86.38 | 90.48 |
| 938 | 89.68 | 87.12 | 88.43 | 86.58 | 87.66 | 87.94 | 88.87 | 87.70 | 87.84 | 87.94 | 90.29 | 87.85 | 88.33 | 88.33 | 86.00 | 88.89 | 87.44 | 88.45 | 90.45 | 87.93 | 87.75 | 86.89 | 88.91 | 85.93 | 86.97 | 87.73 | 90.45 |
| 649 | 89.31 | 86.67 | 88.61 | 87.64 | 88.61 | 90.28 | 87.51 | 87.60 | 88.57 | 87.97 | 88.86 | 87.30 | 88.29 | 88.30 | 88.92 | 87.26 | 87.04 | 86.85 | 88.89 | 88.52 | 86.53 | 86.67 | 90.11 | 88.84 | 88.41 | 88.62 | 90.28 |
| 650 | 85.47 | 90.14 | 88.90 | 88.92 | 89.10 | 89.91 | 88.07 | 87.86 | 88.47 | 86.89 | 89.97 | 87.60 | 88.78 | 88.77 | 88.68 | 87.99 | 89.12 | 89.10 | 87.75 | 89.73 | 86.76 | 87.16 | 88.00 | 86.70 | 85.35 | 86.43 | 90.14 |
| 585 | 88.49 | 90.02 | 88.79 | 87.85 | 86.92 | 88.16 | 86.82 | 86.91 | 87.54 | 87.94 | 88.92 | 88.77 | 88.38 | 87.40 | 88.68 | 89.51 | 88.28 | 89.03 | 89.43 | 88.26 | 86.81 | 86.11 | 88.92 | 88.20 | 87.63 | 88.86 | 90.02 |
| 907 | 87.84 | 86.66 | 88.52 | 86.95 | 88.80 | 88.28 | 87.14 | 87.58 | 88.17 | 88.06 | 89.63 | 89.97 | 88.73 | 87.78 | 89.74 | 86.70 | 88.30 | 88.03 | 88.64 | 89.12 | 86.59 | 87.69 | 86.97 | 87.36 | 87.82 | 87.37 | 89.97 |
| 906 | 88.72 | 88.21 | 88.04 | 87.20 | 88.36 | 87.73 | 88.21 | 87.74 | 86.93 | 88.25 | 89.68 | 89.49 | 88.86 | 88.40 | 87.39 | 89.96 | 87.26 | 88.50 | 89.63 | 88.96 | 86.33 | 85.55 | 89.16 | 86.68 | 85.70 | 87.85 | 89.96 |
| 584 | 88.34 | 88.36 | 87.09 | 86.28 | 89.16 | 89.52 | 88.25 | 87.19 | 86.93 | 87.30 | 87.80 | 88.74 | 87.24 | 87.31 | 87.33 | 88.55 | 87.95 | 88.30 | 89.94 | 89.82 | 85.19 | 85.84 | 88.72 | 89.16 | 86.22 | 88.59 | 89.94 |
| 904 | 88.59 | 88.48 | 88.80 | 86.70 | 89.93 | 89.18 | 86.82 | 88.12 | 87.77 | 89.52 | 88.86 | 88.09 | 87.72 | 87.54 | 88.47 | 88.79 | 87.48 | 86.77 | 89.75 | 88.36 | 86.33 | 86.13 | 86.96 | 84.98 | 88.18 | 84.95 | 89.93 |
| 939 | 86.66 | 89.58 | 88.80 | 88.61 | 88.35 | 89.18 | 87.47 | 88.28 | 88.47 | 87.85 | 89.38 | 88.18 | 89.19 | 89.93 | 88.37 | 87.15 | 88.94 | 87.89 | 88.93 | 88.51 | 87.90 | 87.34 | 89.51 | 86.24 | 86.11 | 87.18 | 89.93 |
| 873 | 87.44 | 89.02 | 87.86 | 89.30 | 85.01 | 89.48 | 85.92 | 88.24 | 88.20 | 87.57 | 88.42 | 88.82 | 89.84 | 85.20 | 87.11 | 88.65 | 88.42 | 87.68 | 86.86 | 89.85 | 87.23 | 87.06 | 87.97 | 88.37 | 85.81 | 87.64 | 89.85 |
| 937 | 87.69 | 88.09 | 88.83 | 87.50 | 87.41 | 86.65 | 88.52 | 89.02 | 87.41 | 87.48 | 88.86 | 88.94 | 89.14 | 87.09 | 88.58 | 88.53 | 87.69 | 89.82 | 88.78 | 88.92 | 85.70 | 87.98 | 87.91 | 85.94 | 88.06 | 85.10 | 89.82 |
| 1064 | 88.37 | 88.46 | 89.29 | 87.84 | 88.79 | 89.12 | 88.00 | 87.65 | 88.41 | 89.77 | 88.98 | 89.57 | 87.04 | 88.66 | 87.71 | 88.27 | 88.42 | 88.67 | 75.25 | 88.30 | 87.65 | 85.50 | 86.67 | 85.22 | 87.10 | 86.76 | 89.77 |
| 779 | 87.26 | 88.48 | 88.74 | 88.43 | 87.41 | 88.86 | 86.86 | 88.20 | 88.39 | 87.78 | 88.84 | 89.66 | 87.92 | 89.02 | 88.11 | 87.50 | 87.61 | 88.10 | 89.14 | 88.47 | 87.67 | 84.76 | 87.67 | 87.27 | 85.63 | 85.82 | 89.66 |
| 648 | 87.08 | 88.48 | 88.28 | 88.39 | 88.38 | 89.21 | 87.39 | 87.28 | 88.68 | 85.73 | 89.34 | 88.00 | 88.41 | 87.39 | 87.20 | 87.92 | 89.13 | 87.21 | 88.09 | 89.64 | 87.28 | 85.43 | 89.17 | 87.06 | 87.84 | 87.75 | 89.64 |
| 651 | 88.44 | 87.13 | 88.67 | 89.08 | 87.95 | 89.54 | 88.40 | 87.37 | 88.89 | 88.06 | 88.98 | 89.41 | 87.11 | 87.17 | 87.75 | 87.68 | 86.95 | 87.57 | 89.27 | 87.41 | 89.12 | 86.62 | 88.38 | 87.42 | 87.61 | 88.04 | 89.54 |
| 616 | 86.63 | 87.62 | 87.98 | 88.72 | 88.24 | 89.06 | 87.42 | 88.39 | 88.20 | 88.02 | 89.05 | 89.00 | 88.45 | 87.38 | 89.01 | 88.34 | 88.62 | 87.68 | 88.48 | 89.43 | 85.36 | 86.69 | 86.30 | 85.50 | 86.05 | 85.52 | 89.43 |
| 875 | 87.63 | 88.04 | 89.34 | 87.92 | 88.65 | 88.71 | 88.12 | 88.65 | 87.78 | 87.31 | 88.70 | 88.66 | 88.61 | 88.63 | 88.94 | 89.16 | 88.39 | 88.68 | 89.24 | 89.03 | 86.63 | 86.42 | 88.17 | 88.87 | 88.14 | 86.27 | 89.34 |
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 15 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.79 | 92.02 | 91.52 | 88.76 | 88.09 | 87.47 | 87.41 | 89.62 | 87.14 | 89.98 | 87.76 | 90.64 | 89.94 | 87.83 | 88.08 | 89.88 | 91.39 | 89.26 | 89.12 | 89.96 | 89.81 | 88.46 | 90.39 | 90.22 | 89.84 | 87.80 |
| 0 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.89 | 90.83 | 89.82 | 89.47 | 90.31 | 86.79 | 89.02 | 88.42 | 89.24 | 88.84 | 90.62 | 87.25 | 89.60 | 91.83 | 90.58 | 90.56 | 93.11 | 90.82 | 91.00 | 89.43 | 88.72 | 88.53 | 90.48 | 90.81 | 90.27 | 87.72 |
| 18 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.87 | 88.52 | 90.97 | 90.42 | 90.22 | 91.17 | 89.50 | 87.82 | 90.56 | 91.42 | 90.90 | 89.11 | 89.43 | 93.06 | 88.40 | 88.69 | 90.08 | 88.85 | 69.74 | 88.88 | 90.92 | 88.15 | 90.57 | 88.78 | 89.72 | 88.26 |
| 12 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.35 | 89.90 | 89.76 | 87.88 | 89.87 | 88.61 | 90.57 | 88.44 | 89.83 | 87.72 | 90.41 | 88.61 | 90.30 | 90.05 | 86.28 | 90.89 | 88.77 | 91.12 | 88.99 | 90.74 | 88.39 | 90.37 | 93.16 | 91.00 | 88.23 | 89.08 |
| 2 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.07 | 90.06 | 90.57 | 91.24 | 88.23 | 88.36 | 89.18 | 88.19 | 88.68 | 87.50 | 90.47 | 88.60 | 90.41 | 88.27 | 89.68 | 90.30 | 90.81 | 89.56 | 90.89 | 90.37 | 88.80 | 89.45 | 90.59 | 89.67 | 88.86 | 89.67 |
| 13 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 91.01 | 92.24 | 90.53 | 89.50 | 88.33 | 89.11 | 90.81 | 87.76 | 89.72 | 90.01 | 90.72 | 89.71 | 91.18 | 91.03 | 89.09 | 90.79 | 88.70 | 89.55 | 90.57 | 89.42 | 90.17 | 89.03 | 91.76 | 91.88 | 90.55 | 88.56 |
| 14 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.73 | 89.60 | 92.31 | 87.55 | 88.98 | 89.79 | 88.95 | 90.24 | 88.77 | 92.79 | 87.86 | 88.99 | 90.25 | 91.05 | 91.70 | 90.85 | 90.59 | 90.19 | 92.31 | 90.38 | 91.09 | 90.39 | 91.43 | 88.82 | 92.30 | 89.50 |
| 6 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.08 | 89.88 | 90.15 | 89.17 | 91.07 | 88.21 | 92.28 | 89.34 | 88.56 | 90.69 | 92.36 | 90.95 | 89.27 | 89.56 | 89.64 | 91.59 | 91.60 | 91.70 | 90.60 | 88.05 | 88.81 | 89.19 | 91.76 | 90.23 | 89.53 | 90.63 |
| 7 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.05 | 90.48 | 91.41 | 87.70 | 89.10 | 88.75 | 88.42 | 89.63 | 89.92 | 90.28 | 90.57 | 90.83 | 90.49 | 90.88 | 88.83 | 89.25 | 91.00 | 91.12 | 91.43 | 90.26 | 90.79 | 89.48 | 92.40 | 90.88 | 91.46 | 90.94 |
| 17 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.23 | 89.54 | 93.05 | 89.68 | 88.93 | 89.72 | 88.59 | 89.96 | 90.65 | 90.76 | 89.09 | 87.96 | 90.39 | 89.52 | 90.36 | 90.94 | 90.79 | 91.54 | 92.11 | 89.13 | 88.92 | 87.93 | 88.50 | 89.80 | 88.25 | 90.38 |
| 11 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.97 | 89.62 | 91.30 | 88.61 | 90.83 | 88.26 | 88.21 | 90.55 | 89.59 | 90.38 | 89.33 | 88.97 | 91.71 | 89.95 | 92.08 | 88.30 | 91.32 | 91.20 | 92.92 | 89.28 | 87.47 | 90.35 | 92.27 | 86.77 | 92.03 | 87.66 |
| 16 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.73 | 92.76 | 92.13 | 88.90 | 91.28 | 90.44 | 87.60 | 88.41 | 90.86 | 89.20 | 92.76 | 89.52 | 89.81 | 91.04 | 91.23 | 90.95 | 91.60 | 91.13 | 89.07 | 90.39 | 90.80 | 88.87 | 92.58 | 90.24 | 88.87 | 91.53 |
| 10 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.02 | 90.93 | 91.30 | 90.41 | 91.33 | 91.39 | 91.54 | 90.68 | 88.79 | 88.03 | 92.38 | 91.42 | 91.39 | 90.42 | 90.15 | 91.28 | 91.56 | 93.68 | 91.50 | 89.42 | 89.95 | 91.77 | 90.98 | 90.84 | 89.67 | 87.08 |
| 8 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.31 | 92.39 | 91.98 | 88.78 | 88.07 | 91.30 | 90.14 | 90.78 | 90.44 | 90.25 | 93.25 | 89.87 | 89.64 | 92.07 | 89.05 | 91.76 | 88.98 | 91.00 | 92.07 | 91.92 | 92.10 | 90.08 | 93.52 | 89.52 | 91.27 | 90.83 |
| 1 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.43 | 91.83 | 92.26 | 91.07 | 91.40 | 92.68 | 90.87 | 90.39 | 90.49 | 89.64 | 91.37 | 90.75 | 91.08 | 91.80 | 89.56 | 90.02 | 92.10 | 90.52 | 92.28 | 91.78 | 93.10 | 90.43 | 92.29 | 89.19 | 89.90 | 91.48 |
| 9 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.91 | 91.88 | 92.52 | 91.28 | 91.89 | 92.05 | 90.52 | 89.30 | 89.90 | 89.06 | 90.11 | 88.00 | 93.04 | 90.93 | 88.70 | 91.36 | 90.91 | 90.22 | 90.51 | 92.17 | 91.02 | 90.25 | 94.31 | 89.55 | 90.33 | 90.53 |
| 3 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.80 | 91.51 | 91.40 | 90.80 | 91.86 | 91.04 | 88.53 | 90.44 | 90.35 | 90.35 | 88.65 | 90.05 | 89.69 | 89.85 | 88.95 | 91.72 | 88.65 | 89.33 | 92.66 | 91.85 | 90.26 | 90.35 | 91.89 | 91.67 | 92.05 | 90.27 |
| 4 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.09 | 91.69 | 91.63 | 91.25 | 90.48 | 90.68 | 90.83 | 89.54 | 89.76 | 91.03 | 91.70 | 90.26 | 89.33 | 91.17 | 92.28 | 90.45 | 90.25 | 89.94 | 89.53 | 90.30 | 90.88 | 89.80 | 92.12 | 90.63 | 88.81 | 91.09 |
| 5 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 91.27 | 89.67 | 91.42 | 92.28 | 91.65 | 90.88 | 91.00 | 90.44 | 91.32 | 88.91 | 92.04 | 89.71 | 89.72 | 89.16 | 90.54 | 91.09 | 90.11 | 86.16 | 91.40 | 90.09 | 90.82 | 90.08 | 91.89 | 90.98 | 89.50 | 90.56 |
Size of the test data: (19, 34)
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_11 | 89.134737 | 0.727976 |
| mAP_valid_abs_values_20 | 88.791579 | 0.789376 |
| mAP_valid_abs_values_6 | 88.767895 | 0.901169 |
| mAP_valid_abs_values_12 | 88.716842 | 0.734386 |
| mAP_valid_abs_values_13 | 88.447895 | 0.771496 |
| mAP_valid_abs_values_3 | 88.402632 | 0.689644 |
| mAP_valid_abs_values_2 | 88.389474 | 1.045596 |
| mAP_valid_abs_values_23 | 88.276316 | 1.095984 |
| mAP_valid_abs_values_15 | 88.270000 | 1.027656 |
| mAP_valid_abs_values_19 | 88.223158 | 3.248374 |
| mAP_valid_abs_values_16 | 88.222632 | 0.920343 |
| mAP_valid_abs_values_5 | 88.168421 | 1.037573 |
| mAP_valid_abs_values_17 | 88.104211 | 0.705513 |
| mAP_valid_abs_values_9 | 88.092632 | 0.589641 |
| mAP_valid_abs_values_18 | 88.066316 | 0.928459 |
| mAP_valid_abs_values_14 | 87.973684 | 1.017465 |
| mAP_valid_abs_values_10 | 87.900526 | 0.871133 |
| mAP_valid_abs_values_8 | 87.846842 | 0.527289 |
| mAP_valid_abs_values | 87.777895 | 1.038255 |
| mAP_valid_abs_values_4 | 87.673684 | 1.071983 |
| mAP_valid_abs_values_7 | 87.627895 | 0.724811 |
| mAP_valid_abs_values_26 | 87.091053 | 1.187551 |
| mAP_valid_abs_values_24 | 86.952105 | 1.273947 |
| mAP_valid_abs_values_25 | 86.938421 | 1.173084 |
| mAP_valid_abs_values_21 | 86.761579 | 1.097154 |
| mAP_valid_abs_values_22 | 86.251579 | 1.033679 |
We then apply the hyperparameters to the test set and average the results.
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
optimal_params.to_csv('optimal_params_32bit.csv',index=False)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_23 | 91.731053 | 1.311822 |
| mAP_test_abs_values_3 | 91.370000 | 0.908717 |
| mAP_test_abs_values_2 | 90.807895 | 1.217318 |
| mAP_test_abs_values_11 | 90.650000 | 1.589035 |
| mAP_test_abs_values_17 | 90.648421 | 1.223039 |
| mAP_test_abs_values_16 | 90.561579 | 0.971324 |
| mAP_test_abs_values_14 | 90.498421 | 1.308219 |
| mAP_test_abs_values_18 | 90.362632 | 1.509650 |
| mAP_test_abs_values_13 | 90.351053 | 0.967195 |
| mAP_test_abs_values | 90.294737 | 1.082412 |
| mAP_test_abs_values_20 | 90.201053 | 1.122902 |
| average_map | 90.178360 | 0.570298 |
| mAP_test_abs_values_21 | 90.148421 | 1.377926 |
| mAP_test_abs_values_5 | 90.101053 | 1.363068 |
| mAP_test_abs_values_24 | 90.077895 | 1.188181 |
| mAP_test_abs_values_25 | 90.075789 | 1.260839 |
| mAP_test_abs_values_19 | 89.931579 | 5.039425 |
| mAP_test_abs_values_10 | 89.833684 | 1.318965 |
| mAP_test_abs_values_6 | 89.826316 | 1.638940 |
| mAP_test_abs_values_15 | 89.746316 | 1.488613 |
| mAP_test_abs_values_4 | 89.723684 | 1.372201 |
| mAP_test_abs_values_9 | 89.714211 | 1.003385 |
| mAP_test_abs_values_7 | 89.682632 | 1.387964 |
| mAP_test_abs_values_26 | 89.661579 | 1.427341 |
| mAP_test_abs_values_22 | 89.629474 | 0.973119 |
| mAP_test_abs_values_12 | 89.536842 | 1.142099 |
| mAP_test_abs_values_8 | 89.471053 | 1.015945 |
Code
res_valid_mwu_32['id'] = res_valid_mwu_32.index.to_series().apply(extract_number)
res_test_mwu_32['id'] = res_test_mwu_32.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid_mwu_32,res_test_mwu_32])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test_mwu_32 = res_test_mwu_32.sort_values(by=['id']).reset_index().query("index !='average_map'")
res_valid_mwu_32 = res_valid_mwu_32.reset_index(drop=True)
res_valid_mwu_32.columns = ['valid_score', 'std', 'id']
res_valid_mwu_32 = res_valid_mwu_32[['valid_score', 'id']]
res_test_mwu_32.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_32 = res_test_mwu_32[['test_score', 'id']]
result_merged_mwu_32 = pd.merge(res_valid_mwu_32,res_test_mwu_32,on='id')
result_merged_mwu_32.sort_values(by=['valid_score'], ascending=False,inplace=True)
result_merged_mwu_32 = result_merged_mwu_32[['id','valid_score','test_score']]
html_table = result_merged_mwu_32.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))| id | valid_score | test_score | |
|---|---|---|---|
| 0 | 11 | 89.134737 | 90.650000 |
| 1 | 20 | 88.791579 | 90.201053 |
| 2 | 6 | 88.767895 | 89.826316 |
| 3 | 12 | 88.716842 | 89.536842 |
| 4 | 13 | 88.447895 | 90.351053 |
| 5 | 3 | 88.402632 | 91.370000 |
| 6 | 2 | 88.389474 | 90.807895 |
| 7 | 23 | 88.276316 | 91.731053 |
| 8 | 15 | 88.270000 | 89.746316 |
| 9 | 19 | 88.223158 | 89.931579 |
| 10 | 16 | 88.222632 | 90.561579 |
| 11 | 5 | 88.168421 | 90.101053 |
| 12 | 17 | 88.104211 | 90.648421 |
| 13 | 9 | 88.092632 | 89.714211 |
| 14 | 18 | 88.066316 | 90.362632 |
| 15 | 14 | 87.973684 | 90.498421 |
| 16 | 10 | 87.900526 | 89.833684 |
| 17 | 8 | 87.846842 | 89.471053 |
| 18 | 1 | 87.777895 | 90.294737 |
| 19 | 4 | 87.673684 | 89.723684 |
| 20 | 7 | 87.627895 | 89.682632 |
| 21 | 26 | 87.091053 | 89.661579 |
| 22 | 24 | 86.952105 | 90.077895 |
| 23 | 25 | 86.938421 | 90.075789 |
| 24 | 21 | 86.761579 | 90.148421 |
| 25 | 22 | 86.251579 | 89.629474 |
Code
#%%
dt_valid = pd.read_csv(f"final paper results/merged_validation_runs_wide_format_abs_30082024_top100_{layer_vsn}.csv")
dt_test = pd.read_csv(f"final paper results/merged_test_runs_wide_format_abs_30082024_top100_{layer_vsn}.csv")
output_size = 24
query = (
"output_size == @output_size "
)
dt_valid = dt_valid.query(query)
dt_test = dt_test.query(query)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 372 | 24 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 82.99 | 81.70 | 85.81 | 83.44 | 83.54 | 84.95 | 84.09 | 85.04 | 85.20 | 81.20 | 85.77 | 86.58 | 85.07 | 81.06 | 85.26 | 85.41 | 85.14 | 87.09 | 83.73 | 85.27 | 24.01 | 83.57 | 82.52 | 83.18 | 82.08 | 84.02 |
| 5 | 372 | 24 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 85.97 | 84.89 | 84.68 | 84.49 | 86.66 | 82.50 | 83.45 | 88.31 | 86.83 | 85.01 | 88.09 | 85.17 | 85.06 | 86.42 | 85.07 | 86.34 | 24.01 | 85.34 | 86.53 | 88.22 | 84.42 | 81.68 | 83.19 | 84.09 | 83.33 | 81.38 |
| 6 | 372 | 24 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 84.25 | 84.56 | 85.87 | 86.40 | 85.87 | 87.71 | 87.25 | 84.16 | 85.64 | 85.90 | 85.79 | 85.77 | 85.17 | 87.00 | 84.33 | 88.34 | 84.57 | 89.30 | 87.31 | 84.82 | 83.61 | 82.99 | 86.10 | 84.83 | 84.44 | 84.34 |
| 7 | 372 | 24 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 82.62 | 86.23 | 83.77 | 86.46 | 85.45 | 84.27 | 85.28 | 87.18 | 24.01 | 84.32 | 87.92 | 88.21 | 85.20 | 86.83 | 88.09 | 86.42 | 86.25 | 86.02 | 86.09 | 85.19 | 85.88 | 82.82 | 86.19 | 84.97 | 83.25 | 86.10 |
| 36 | 372 | 24 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 84.36 | 80.17 | 84.28 | 84.30 | 83.53 | 85.44 | 83.90 | 81.76 | 85.92 | 85.34 | 86.92 | 86.88 | 86.22 | 86.23 | 79.63 | 84.32 | 86.73 | 85.45 | 86.12 | 87.07 | 77.92 | 82.79 | 74.93 | 84.87 | 82.29 | 82.84 |
| 37 | 372 | 24 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 83.50 | 87.10 | 85.43 | 82.21 | 86.98 | 84.73 | 87.70 | 85.55 | 85.52 | 86.32 | 87.78 | 84.89 | 87.59 | 85.70 | 87.06 | 86.85 | 87.88 | 85.35 | 87.71 | 87.05 | 83.72 | 84.06 | 86.84 | 84.36 | 85.25 | 86.28 |
| 38 | 372 | 24 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 83.28 | 80.81 | 86.23 | 85.56 | 84.23 | 84.99 | 85.19 | 81.83 | 85.79 | 85.99 | 85.88 | 85.70 | 86.97 | 87.30 | 84.80 | 85.59 | 84.59 | 84.76 | 86.44 | 85.29 | 83.19 | 83.53 | 87.17 | 84.13 | 81.58 | 84.43 |
| 39 | 372 | 24 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 84.70 | 85.78 | 85.37 | 83.85 | 86.87 | 85.86 | 83.96 | 87.14 | 85.45 | 86.83 | 86.10 | 86.14 | 86.42 | 85.63 | 86.71 | 83.71 | 84.23 | 85.80 | 87.45 | 86.40 | 86.61 | 83.06 | 82.77 | 85.81 | 83.40 | 84.17 |
| 68 | 372 | 24 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 81.39 | 86.50 | 71.02 | 83.29 | 70.18 | 82.30 | 69.26 | 80.51 | 84.74 | 83.09 | 86.96 | 84.23 | 88.03 | 82.15 | 81.68 | 85.83 | 83.71 | 85.36 | 85.20 | 85.68 | 82.34 | 82.35 | 84.43 | 85.13 | 84.39 | 83.16 |
| 69 | 372 | 24 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.93 | 85.77 | 84.01 | 84.86 | 83.50 | 86.11 | 85.64 | 83.92 | 86.32 | 84.52 | 83.25 | 85.47 | 86.51 | 83.49 | 86.08 | 83.59 | 86.88 | 85.93 | 82.98 | 88.04 | 82.66 | 83.20 | 84.13 | 69.16 | 81.49 | 84.68 |
| 70 | 372 | 24 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 81.43 | 72.12 | 85.74 | 87.40 | 81.28 | 82.53 | 81.92 | 82.37 | 83.37 | 84.94 | 86.60 | 87.22 | 86.61 | 82.66 | 84.43 | 86.48 | 83.88 | 85.40 | 86.50 | 84.67 | 71.84 | 81.99 | 85.30 | 82.92 | 81.37 | 83.43 |
| 71 | 372 | 24 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.08 | 70.75 | 86.74 | 85.83 | 84.58 | 87.34 | 85.26 | 87.68 | 86.36 | 86.01 | 85.32 | 87.28 | 85.19 | 84.84 | 86.80 | 85.92 | 77.09 | 83.86 | 85.00 | 86.12 | 82.50 | 83.81 | 83.46 | 84.60 | 82.41 | 83.30 |
| 100 | 372 | 24 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 83.00 | 85.76 | 84.65 | 85.37 | 84.49 | 73.53 | 85.00 | 86.32 | 85.21 | 84.53 | 84.45 | 85.95 | 84.68 | 85.40 | 86.28 | 87.57 | 86.25 | 84.23 | 87.90 | 86.71 | 83.10 | 84.51 | 86.28 | 56.14 | 84.79 | 84.39 |
| 101 | 372 | 24 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 24.01 | 86.53 | 85.01 | 87.23 | 84.79 | 86.25 | 85.08 | 84.85 | 86.65 | 85.95 | 86.66 | 86.33 | 86.54 | 86.09 | 82.67 | 84.27 | 85.46 | 86.10 | 85.03 | 87.26 | 83.81 | 84.33 | 81.74 | 86.00 | 83.94 | 86.55 |
| 102 | 372 | 24 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 83.81 | 84.78 | 86.15 | 86.22 | 86.37 | 86.18 | 84.33 | 85.19 | 84.11 | 85.42 | 88.47 | 86.23 | 87.21 | 86.00 | 58.14 | 85.10 | 85.20 | 83.49 | 85.67 | 86.51 | 78.67 | 85.11 | 84.49 | 56.23 | 84.06 | 83.31 |
| 103 | 372 | 24 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 83.45 | 86.21 | 82.01 | 88.63 | 83.33 | 87.28 | 86.42 | 84.13 | 86.79 | 85.51 | 87.19 | 86.42 | 85.57 | 87.83 | 86.58 | 87.27 | 86.36 | 86.75 | 86.56 | 86.42 | 83.69 | 82.79 | 83.70 | 69.69 | 83.44 | 83.58 |
| 132 | 372 | 24 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.00 | 86.72 | 83.39 | 82.41 | 85.81 | 86.27 | 86.89 | 82.94 | 82.72 | 87.31 | 89.36 | 88.22 | 83.03 | 81.30 | 83.84 | 86.07 | 85.24 | 83.74 | 88.24 | 72.85 | 84.86 | 58.11 | 81.10 | 88.23 | 83.75 | 85.47 |
| 133 | 372 | 24 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 84.09 | 83.61 | 84.68 | 83.37 | 86.19 | 84.19 | 86.15 | 84.47 | 82.74 | 86.94 | 87.85 | 73.67 | 86.01 | 88.35 | 83.66 | 87.53 | 86.52 | 83.75 | 89.33 | 87.05 | 83.85 | 85.53 | 84.29 | 83.99 | 84.67 | 85.38 |
| 134 | 372 | 24 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.68 | 83.46 | 85.56 | 82.99 | 86.65 | 85.91 | 86.41 | 86.62 | 85.82 | 86.58 | 88.39 | 86.02 | 86.61 | 86.07 | 85.78 | 88.50 | 84.13 | 84.22 | 86.43 | 73.92 | 85.29 | 82.94 | 84.68 | 83.04 | 84.86 | 84.98 |
| 135 | 372 | 24 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 83.78 | 86.45 | 85.50 | 84.81 | 84.43 | 88.44 | 86.10 | 84.87 | 86.52 | 87.11 | 84.91 | 73.93 | 87.55 | 87.95 | 84.99 | 82.98 | 85.17 | 84.79 | 87.17 | 87.31 | 84.29 | 83.50 | 85.06 | 85.00 | 84.90 | 85.51 |
| 164 | 372 | 24 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 83.06 | 82.04 | 86.94 | 83.19 | 85.28 | 84.80 | 85.27 | 83.17 | 74.10 | 86.42 | 87.96 | 85.34 | 81.84 | 84.30 | 87.40 | 87.09 | 87.56 | 88.01 | 86.84 | 74.91 | 87.60 | 84.25 | 85.00 | 83.61 | 83.80 | 84.04 |
| 165 | 372 | 24 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 85.66 | 85.42 | 85.51 | 85.99 | 83.97 | 86.17 | 88.71 | 85.25 | 86.93 | 87.01 | 86.89 | 86.47 | 87.70 | 85.61 | 86.51 | 85.18 | 85.82 | 84.86 | 88.68 | 85.83 | 84.70 | 85.31 | 86.80 | 84.44 | 85.71 | 84.42 |
| 166 | 372 | 24 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 85.97 | 85.90 | 84.76 | 83.95 | 87.17 | 86.55 | 87.01 | 88.21 | 84.20 | 85.17 | 85.94 | 86.52 | 85.68 | 89.42 | 88.23 | 85.04 | 88.60 | 73.35 | 87.20 | 85.81 | 81.91 | 84.78 | 56.77 | 84.52 | 85.52 | 85.23 |
| 167 | 372 | 24 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 84.84 | 87.02 | 86.87 | 88.30 | 84.98 | 88.23 | 72.50 | 86.58 | 87.77 | 86.38 | 88.24 | 85.76 | 88.51 | 72.96 | 83.31 | 87.79 | 85.22 | 85.38 | 86.30 | 85.84 | 86.53 | 84.25 | 84.96 | 87.48 | 85.56 | 85.99 |
| 196 | 372 | 24 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 39.57 | 41.27 | 41.82 | 41.38 | 39.69 | 40.11 | 49.79 | 39.14 | 39.35 | 41.90 | 40.58 | 39.58 | 39.39 | 39.82 | 41.04 | 39.41 | 41.15 | 39.65 | 41.25 | 39.91 | 39.50 | 39.59 | 39.73 | 40.42 | 40.10 | 40.09 |
| 197 | 372 | 24 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 39.60 | 39.42 | 40.13 | 41.69 | 41.13 | 39.04 | 39.86 | 39.49 | 39.56 | 39.48 | 39.26 | 39.87 | 40.27 | 40.34 | 41.05 | 39.52 | 41.87 | 40.08 | 39.01 | 40.14 | 39.84 | 41.45 | 40.22 | 40.22 | 40.21 | 40.47 |
| 198 | 372 | 24 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 40.46 | 39.99 | 41.45 | 41.96 | 39.98 | 40.06 | 40.70 | 40.59 | 39.87 | 39.51 | 39.72 | 40.35 | 39.44 | 39.88 | 41.14 | 39.77 | 39.76 | 82.33 | 39.50 | 40.66 | 39.64 | 39.98 | 39.26 | 40.48 | 40.55 | 40.93 |
| 199 | 372 | 24 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 40.27 | 39.75 | 40.80 | 41.57 | 39.40 | 39.38 | 84.92 | 40.59 | 39.74 | 39.98 | 39.40 | 40.09 | 84.96 | 41.69 | 40.78 | 40.31 | 39.80 | 39.32 | 39.73 | 40.09 | 39.97 | 40.67 | 39.30 | 40.10 | 40.55 | 40.22 |
| 228 | 372 | 24 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 40.65 | 41.25 | 39.18 | 40.59 | 39.48 | 39.73 | 49.74 | 41.29 | 39.40 | 41.94 | 39.74 | 40.10 | 40.23 | 39.38 | 41.90 | 39.91 | 40.06 | 39.22 | 39.26 | 40.20 | 39.64 | 40.22 | 40.04 | 40.80 | 41.12 | 40.99 |
| 229 | 372 | 24 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 40.47 | 39.37 | 39.65 | 40.31 | 39.75 | 39.87 | 39.63 | 41.37 | 39.64 | 40.09 | 39.41 | 39.68 | 39.85 | 39.16 | 55.09 | 39.27 | 40.47 | 39.64 | 40.91 | 47.71 | 45.98 | 48.48 | 39.29 | 40.35 | 39.85 | 40.10 |
| 230 | 372 | 24 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 39.42 | 50.08 | 40.07 | 41.96 | 39.85 | 39.75 | 40.49 | 40.58 | 39.48 | 39.34 | 40.05 | 49.17 | 39.77 | 39.13 | 55.53 | 39.40 | 41.55 | 83.05 | 39.31 | 39.49 | 39.67 | 39.98 | 38.86 | 40.10 | 40.23 | 40.34 |
| 231 | 372 | 24 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 39.27 | 41.05 | 39.71 | 41.25 | 39.13 | 40.19 | 39.12 | 40.83 | 39.74 | 39.62 | 39.49 | 40.08 | 24.01 | 40.91 | 39.77 | 39.38 | 39.38 | 40.44 | 48.77 | 40.58 | 39.69 | 40.46 | 38.89 | 40.21 | 39.20 | 41.26 |
| 260 | 372 | 24 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 39.29 | 40.92 | 39.16 | 41.64 | 39.68 | 38.95 | 40.48 | 39.75 | 39.66 | 40.07 | 39.73 | 40.23 | 39.63 | 39.77 | 39.72 | 39.64 | 41.16 | 40.14 | 40.58 | 39.40 | 38.94 | 40.08 | 39.49 | 40.67 | 39.85 | 40.80 |
| 261 | 372 | 24 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 40.13 | 40.00 | 39.76 | 41.69 | 39.72 | 39.38 | 39.89 | 39.64 | 40.38 | 40.22 | 39.50 | 40.78 | 39.75 | 40.10 | 40.28 | 38.75 | 39.76 | 39.10 | 39.72 | 41.01 | 49.42 | 40.22 | 39.01 | 40.47 | 39.94 | 41.05 |
| 262 | 372 | 24 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 40.21 | 39.98 | 54.57 | 39.70 | 40.28 | 39.76 | 39.99 | 39.99 | 39.59 | 39.93 | 39.26 | 39.73 | 49.42 | 41.17 | 40.35 | 39.04 | 39.83 | 84.55 | 50.69 | 39.66 | 41.04 | 40.21 | 39.57 | 40.22 | 39.11 | 40.23 |
| 263 | 372 | 24 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 39.62 | 41.29 | 38.84 | 41.83 | 49.94 | 39.71 | 39.50 | 40.34 | 39.96 | 39.35 | 40.45 | 39.60 | 39.49 | 40.22 | 40.91 | 39.86 | 40.10 | 39.45 | 39.63 | 41.01 | 40.34 | 40.21 | 38.91 | 40.35 | 39.94 | 40.34 |
| 292 | 372 | 24 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 83.02 | 83.41 | 82.29 | 86.62 | 84.68 | 85.72 | 86.12 | 84.07 | 82.15 | 84.20 | 85.23 | 87.11 | 85.76 | 83.77 | 83.56 | 84.43 | 24.01 | 85.16 | 85.91 | 85.43 | 24.01 | 83.41 | 82.28 | 64.47 | 84.60 | 82.67 |
| 293 | 372 | 24 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 83.62 | 86.76 | 85.77 | 85.03 | 85.78 | 86.30 | 87.75 | 86.87 | 85.69 | 86.62 | 85.48 | 86.89 | 86.71 | 85.35 | 86.25 | 86.27 | 87.79 | 86.48 | 88.68 | 86.45 | 84.07 | 84.86 | 86.06 | 84.55 | 82.33 | 82.26 |
| 294 | 372 | 24 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 85.44 | 85.04 | 86.67 | 85.26 | 86.73 | 84.39 | 86.57 | 85.35 | 84.14 | 85.91 | 86.36 | 85.44 | 84.42 | 86.76 | 86.03 | 86.35 | 84.92 | 85.65 | 86.10 | 85.75 | 85.33 | 84.30 | 82.79 | 82.74 | 85.09 | 81.74 |
| 295 | 372 | 24 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 84.31 | 80.36 | 84.29 | 84.10 | 86.44 | 86.20 | 85.86 | 84.23 | 85.27 | 85.21 | 86.11 | 85.70 | 86.63 | 82.68 | 85.15 | 84.65 | 85.31 | 84.93 | 86.31 | 86.84 | 84.32 | 84.34 | 86.16 | 85.22 | 82.18 | 81.36 |
| 324 | 372 | 24 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 81.76 | 73.42 | 84.01 | 84.08 | 86.25 | 83.98 | 85.98 | 84.28 | 83.79 | 85.80 | 86.65 | 86.37 | 86.41 | 86.32 | 74.46 | 85.37 | 79.22 | 84.44 | 86.62 | 84.38 | 81.14 | 67.56 | 80.27 | 79.55 | 68.01 | 78.01 |
| 325 | 372 | 24 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 85.93 | 85.31 | 85.93 | 84.83 | 86.23 | 87.45 | 85.55 | 86.22 | 87.40 | 86.81 | 86.96 | 88.61 | 84.95 | 88.61 | 85.80 | 87.38 | 85.63 | 85.92 | 87.59 | 85.79 | 82.38 | 83.33 | 82.61 | 85.09 | 84.64 | 82.80 |
| 326 | 372 | 24 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 84.64 | 84.90 | 86.54 | 85.82 | 85.62 | 85.71 | 84.18 | 85.94 | 85.77 | 86.71 | 85.55 | 85.69 | 86.97 | 88.66 | 85.22 | 85.24 | 87.72 | 84.43 | 84.73 | 85.66 | 83.59 | 84.92 | 84.55 | 83.21 | 68.73 | 68.69 |
| 327 | 372 | 24 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 83.73 | 79.66 | 86.19 | 80.80 | 84.63 | 88.16 | 85.94 | 85.06 | 88.10 | 88.22 | 89.06 | 87.28 | 83.02 | 85.48 | 86.60 | 84.58 | 88.67 | 85.38 | 85.49 | 86.34 | 79.14 | 83.08 | 82.49 | 80.62 | 83.18 | 82.95 |
| 356 | 372 | 24 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 82.91 | 67.44 | 82.33 | 78.92 | 83.35 | 84.47 | 86.31 | 87.48 | 78.75 | 24.01 | 87.15 | 86.21 | 84.27 | 86.31 | 86.36 | 81.53 | 83.81 | 85.23 | 85.19 | 87.09 | 68.03 | 83.58 | 82.98 | 82.67 | 82.86 | 81.91 |
| 357 | 372 | 24 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 71.85 | 83.86 | 84.22 | 67.77 | 84.22 | 87.16 | 86.30 | 84.45 | 82.71 | 81.54 | 84.07 | 84.30 | 84.45 | 82.53 | 83.45 | 81.15 | 85.88 | 82.73 | 84.96 | 85.24 | 68.61 | 69.76 | 84.90 | 84.00 | 84.49 | 84.23 |
| 358 | 372 | 24 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 83.72 | 87.75 | 80.85 | 83.74 | 86.11 | 84.68 | 84.89 | 84.77 | 83.88 | 85.98 | 86.55 | 86.83 | 84.09 | 78.75 | 86.60 | 87.49 | 82.89 | 85.78 | 86.53 | 89.56 | 83.43 | 67.89 | 82.68 | 69.92 | 70.91 | 84.00 |
| 359 | 372 | 24 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 84.85 | 82.34 | 83.32 | 84.66 | 85.34 | 84.99 | 86.94 | 89.58 | 83.67 | 86.11 | 85.55 | 86.79 | 87.27 | 87.24 | 86.01 | 81.91 | 84.75 | 86.18 | 86.20 | 85.64 | 81.01 | 83.23 | 73.29 | 72.52 | 72.17 | 85.46 |
| 388 | 372 | 24 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 85.84 | 83.31 | 86.25 | 86.66 | 85.09 | 85.83 | 86.06 | 83.56 | 86.46 | 85.21 | 88.59 | 74.59 | 87.58 | 84.96 | 86.95 | 86.31 | 86.77 | 85.61 | 86.88 | 87.12 | 82.83 | 85.02 | 84.47 | 84.37 | 84.63 | 84.86 |
| 389 | 372 | 24 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 85.15 | 85.16 | 84.83 | 85.07 | 84.86 | 84.07 | 85.93 | 84.98 | 87.59 | 86.87 | 87.37 | 87.03 | 85.72 | 86.63 | 86.74 | 86.29 | 86.19 | 87.88 | 86.12 | 85.90 | 85.07 | 84.48 | 84.20 | 84.30 | 79.51 | 84.95 |
| 390 | 372 | 24 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.11 | 83.99 | 81.23 | 82.15 | 85.14 | 86.62 | 85.20 | 85.43 | 84.20 | 87.18 | 86.48 | 86.18 | 85.32 | 84.27 | 82.87 | 87.42 | 85.50 | 74.79 | 87.93 | 84.87 | 85.11 | 82.31 | 85.23 | 56.11 | 83.89 | 57.67 |
| 391 | 372 | 24 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 84.72 | 85.54 | 84.15 | 87.51 | 87.61 | 87.76 | 84.91 | 84.97 | 86.58 | 86.43 | 86.29 | 73.95 | 86.30 | 85.96 | 86.14 | 86.74 | 85.00 | 84.98 | 75.58 | 87.39 | 85.11 | 81.17 | 55.29 | 83.75 | 85.73 | 85.96 |
| 420 | 372 | 24 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 86.37 | 85.22 | 84.14 | 81.78 | 84.21 | 84.87 | 86.74 | 84.07 | 86.66 | 85.95 | 85.84 | 84.70 | 84.94 | 85.22 | 87.93 | 86.26 | 84.78 | 86.22 | 87.14 | 75.40 | 86.92 | 55.69 | 85.21 | 84.80 | 84.52 | 83.00 |
| 421 | 372 | 24 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 82.47 | 86.76 | 84.01 | 84.35 | 85.26 | 87.32 | 84.88 | 87.70 | 85.36 | 73.42 | 86.62 | 88.59 | 87.02 | 85.05 | 73.06 | 86.39 | 84.02 | 85.26 | 88.20 | 73.43 | 84.03 | 83.46 | 83.40 | 83.97 | 86.36 | 82.23 |
| 422 | 372 | 24 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 72.70 | 85.33 | 86.09 | 85.68 | 83.73 | 86.69 | 83.87 | 87.20 | 85.83 | 86.59 | 87.47 | 89.01 | 86.79 | 87.51 | 86.47 | 88.33 | 83.67 | 73.59 | 86.99 | 86.79 | 84.72 | 85.80 | 84.41 | 83.49 | 85.56 | 85.64 |
| 423 | 372 | 24 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 85.43 | 84.95 | 85.24 | 82.67 | 83.57 | 84.55 | 85.18 | 84.64 | 85.01 | 84.71 | 87.75 | 88.17 | 87.18 | 83.59 | 86.81 | 87.38 | 85.88 | 82.78 | 88.29 | 72.61 | 85.20 | 84.41 | 85.36 | 85.95 | 83.91 | 84.71 |
| 452 | 372 | 24 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 83.44 | 84.76 | 83.61 | 87.24 | 81.27 | 87.64 | 87.71 | 70.22 | 73.18 | 85.89 | 84.71 | 88.35 | 86.93 | 82.47 | 84.04 | 87.66 | 87.56 | 86.36 | 88.03 | 83.86 | 86.04 | 83.44 | 85.34 | 84.94 | 84.24 | 84.52 |
| 453 | 372 | 24 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 85.49 | 83.42 | 84.08 | 83.25 | 85.38 | 85.93 | 85.48 | 85.97 | 83.68 | 88.17 | 89.51 | 85.82 | 87.27 | 85.64 | 86.22 | 86.54 | 86.12 | 87.18 | 86.69 | 87.32 | 85.00 | 84.88 | 86.53 | 84.34 | 84.02 | 85.35 |
| 454 | 372 | 24 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.08 | 84.86 | 85.52 | 84.94 | 84.70 | 84.95 | 86.31 | 88.36 | 85.44 | 87.63 | 88.72 | 86.25 | 87.05 | 86.41 | 85.00 | 86.86 | 72.90 | 84.42 | 87.43 | 85.05 | 83.75 | 83.80 | 83.06 | 85.63 | 85.92 | 85.98 |
| 455 | 372 | 24 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 86.51 | 85.02 | 84.84 | 84.93 | 85.51 | 88.17 | 83.89 | 86.12 | 84.09 | 86.57 | 73.12 | 73.89 | 86.63 | 87.57 | 85.58 | 85.32 | 87.24 | 84.81 | 86.11 | 85.07 | 85.51 | 85.84 | 85.04 | 84.64 | 84.99 | 84.88 |
| 484 | 372 | 24 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 39.96 | 40.49 | 38.80 | 40.80 | 41.70 | 49.87 | 39.64 | 42.04 | 39.39 | 41.84 | 39.36 | 39.66 | 40.13 | 41.38 | 39.61 | 85.67 | 39.91 | 39.76 | 40.00 | 41.76 | 39.97 | 39.97 | 40.09 | 40.87 | 41.11 | 41.12 |
| 485 | 372 | 24 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 39.51 | 39.35 | 39.85 | 41.52 | 39.62 | 39.91 | 39.99 | 41.48 | 40.23 | 41.56 | 39.85 | 41.11 | 39.99 | 39.59 | 39.86 | 39.38 | 39.39 | 39.88 | 49.82 | 39.37 | 39.99 | 41.20 | 39.10 | 40.10 | 40.97 | 41.03 |
| 486 | 372 | 24 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 39.99 | 39.83 | 39.26 | 41.43 | 41.82 | 39.95 | 40.10 | 41.04 | 40.30 | 39.90 | 39.73 | 41.03 | 40.50 | 39.22 | 39.49 | 50.45 | 39.37 | 40.07 | 39.13 | 40.44 | 39.62 | 39.84 | 38.93 | 40.60 | 40.10 | 40.34 |
| 487 | 372 | 24 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 39.46 | 39.76 | 39.99 | 41.04 | 40.31 | 38.91 | 39.72 | 41.27 | 39.54 | 39.99 | 39.05 | 39.73 | 39.65 | 39.23 | 41.69 | 39.51 | 39.83 | 39.47 | 40.21 | 39.39 | 40.08 | 39.79 | 39.04 | 41.04 | 40.34 | 39.59 |
| 516 | 372 | 24 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 40.15 | 41.16 | 39.84 | 39.76 | 39.62 | 39.63 | 39.91 | 39.94 | 39.13 | 39.51 | 39.29 | 39.13 | 39.40 | 39.40 | 40.07 | 49.36 | 39.64 | 39.65 | 39.27 | 40.66 | 39.91 | 40.79 | 39.12 | 39.97 | 40.20 | 40.46 |
| 517 | 372 | 24 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 39.85 | 41.04 | 39.27 | 39.54 | 39.45 | 39.77 | 40.14 | 39.77 | 38.92 | 39.49 | 39.60 | 40.45 | 39.50 | 39.50 | 41.38 | 39.36 | 40.76 | 48.65 | 39.26 | 39.23 | 39.78 | 40.22 | 39.01 | 40.42 | 40.10 | 40.22 |
| 518 | 372 | 24 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 39.30 | 40.30 | 39.77 | 39.96 | 39.76 | 39.83 | 39.86 | 40.68 | 39.13 | 48.11 | 39.05 | 41.82 | 40.09 | 39.99 | 40.91 | 49.67 | 40.25 | 39.37 | 39.82 | 39.85 | 39.89 | 39.84 | 39.02 | 40.54 | 40.54 | 40.10 |
| 519 | 372 | 24 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 39.95 | 41.69 | 39.47 | 39.86 | 39.99 | 39.03 | 40.38 | 41.95 | 40.10 | 39.72 | 39.43 | 40.14 | 39.52 | 50.51 | 40.75 | 39.28 | 40.26 | 39.37 | 39.17 | 39.01 | 39.41 | 40.67 | 40.09 | 40.22 | 40.10 | 40.23 |
| 548 | 372 | 24 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 39.99 | 39.54 | 39.39 | 39.99 | 40.13 | 39.00 | 40.10 | 39.40 | 39.24 | 39.76 | 39.93 | 40.46 | 39.49 | 39.71 | 41.68 | 39.13 | 39.63 | 39.09 | 39.73 | 40.00 | 39.01 | 40.66 | 38.65 | 40.07 | 40.92 | 40.22 |
| 549 | 372 | 24 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 39.78 | 39.61 | 39.36 | 39.77 | 39.49 | 39.37 | 39.46 | 41.50 | 39.60 | 39.63 | 39.64 | 39.53 | 39.28 | 40.07 | 41.11 | 39.10 | 39.82 | 39.99 | 39.49 | 39.04 | 39.15 | 40.22 | 38.99 | 39.60 | 40.10 | 41.09 |
| 550 | 372 | 24 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 40.12 | 39.99 | 39.36 | 40.01 | 41.55 | 39.50 | 39.22 | 39.96 | 39.36 | 39.76 | 39.77 | 39.63 | 40.13 | 39.37 | 40.70 | 39.36 | 40.14 | 39.45 | 39.13 | 39.77 | 40.66 | 40.80 | 40.22 | 40.34 | 40.21 | 40.47 |
| 551 | 372 | 24 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 39.95 | 39.39 | 38.86 | 41.05 | 39.47 | 39.62 | 48.23 | 40.21 | 84.96 | 40.13 | 39.83 | 39.97 | 39.75 | 39.40 | 40.91 | 39.77 | 40.00 | 40.34 | 39.17 | 48.74 | 39.77 | 39.79 | 39.01 | 40.21 | 39.83 | 40.22 |
| 580 | 372 | 24 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.41 | 87.69 | 86.72 | 86.97 | 87.48 | 89.78 | 87.95 | 87.44 | 88.27 | 87.53 | 88.97 | 88.29 | 87.79 | 87.01 | 88.00 | 88.68 | 87.67 | 88.77 | 86.97 | 89.02 | 87.05 | 84.97 | 84.77 | 84.71 | 86.34 | 86.96 |
| 581 | 372 | 24 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.31 | 87.95 | 86.55 | 87.39 | 88.28 | 88.33 | 86.23 | 88.61 | 87.74 | 87.81 | 89.38 | 87.58 | 87.29 | 87.62 | 87.64 | 88.38 | 87.28 | 87.75 | 89.00 | 89.93 | 86.93 | 85.99 | 85.38 | 86.35 | 85.78 | 85.72 |
| 582 | 372 | 24 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.65 | 89.06 | 88.00 | 86.39 | 88.21 | 89.15 | 88.57 | 88.81 | 88.35 | 87.38 | 88.28 | 87.93 | 87.23 | 86.96 | 86.91 | 88.47 | 88.32 | 87.58 | 88.46 | 87.30 | 89.04 | 85.66 | 88.15 | 84.99 | 84.97 | 84.35 |
| 583 | 372 | 24 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.70 | 87.45 | 87.67 | 87.93 | 85.71 | 89.15 | 85.98 | 87.59 | 87.41 | 87.58 | 87.48 | 88.08 | 86.51 | 85.76 | 87.30 | 87.80 | 87.28 | 87.43 | 88.03 | 89.33 | 86.40 | 86.05 | 87.57 | 83.73 | 86.36 | 85.16 |
| 612 | 372 | 24 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.00 | 87.79 | 86.26 | 87.56 | 86.32 | 88.14 | 88.08 | 87.10 | 87.96 | 88.77 | 87.91 | 89.71 | 87.03 | 85.80 | 86.47 | 89.12 | 87.93 | 86.86 | 87.73 | 87.75 | 89.47 | 84.53 | 87.29 | 84.13 | 86.26 | 86.42 |
| 613 | 372 | 24 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.07 | 88.36 | 85.69 | 88.57 | 85.79 | 89.08 | 88.30 | 89.08 | 87.84 | 86.86 | 89.03 | 87.47 | 86.99 | 87.01 | 86.73 | 86.91 | 87.72 | 87.20 | 87.57 | 88.44 | 86.33 | 86.37 | 87.38 | 85.47 | 85.48 | 87.52 |
| 614 | 372 | 24 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.57 | 87.55 | 85.86 | 88.08 | 85.04 | 87.26 | 87.13 | 87.83 | 88.26 | 86.25 | 88.59 | 89.46 | 88.39 | 87.26 | 88.97 | 88.82 | 88.07 | 89.53 | 89.68 | 88.34 | 85.39 | 85.84 | 86.52 | 86.56 | 86.97 | 83.73 |
| 615 | 372 | 24 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.04 | 89.27 | 85.29 | 84.69 | 87.90 | 88.53 | 88.78 | 88.30 | 86.89 | 86.22 | 89.20 | 86.31 | 88.90 | 88.79 | 88.89 | 86.94 | 87.62 | 87.99 | 89.24 | 87.90 | 86.75 | 85.65 | 85.62 | 85.38 | 84.51 | 86.39 |
| 644 | 372 | 24 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.22 | 86.44 | 86.76 | 88.54 | 89.26 | 88.47 | 88.73 | 86.85 | 88.22 | 87.34 | 88.00 | 87.84 | 88.33 | 89.21 | 86.32 | 89.59 | 86.02 | 88.28 | 88.76 | 87.66 | 83.67 | 86.71 | 88.12 | 85.84 | 88.80 | 86.49 |
| 645 | 372 | 24 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.95 | 86.86 | 87.06 | 87.43 | 87.88 | 88.82 | 88.77 | 87.72 | 88.02 | 85.93 | 88.46 | 87.15 | 86.25 | 86.82 | 87.31 | 88.58 | 87.41 | 87.52 | 89.01 | 88.25 | 87.12 | 86.41 | 88.16 | 86.56 | 88.27 | 86.43 |
| 646 | 372 | 24 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 85.10 | 87.59 | 87.94 | 87.44 | 87.94 | 87.93 | 87.59 | 87.30 | 87.29 | 86.48 | 89.68 | 89.34 | 86.63 | 87.48 | 87.49 | 87.53 | 87.83 | 89.52 | 88.38 | 87.54 | 83.70 | 84.56 | 88.31 | 85.36 | 85.68 | 84.42 |
| 647 | 372 | 24 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.43 | 89.05 | 85.50 | 87.01 | 86.99 | 89.36 | 88.15 | 87.29 | 87.73 | 86.48 | 88.48 | 88.16 | 88.73 | 88.12 | 88.25 | 87.22 | 88.28 | 86.61 | 87.03 | 85.67 | 87.85 | 85.69 | 86.89 | 85.72 | 85.76 | 86.10 |
| 676 | 372 | 24 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.79 | 88.65 | 87.01 | 87.53 | 87.72 | 87.42 | 87.29 | 86.48 | 73.60 | 87.95 | 88.42 | 88.14 | 86.17 | 73.24 | 87.56 | 87.57 | 88.11 | 87.43 | 88.19 | 88.88 | 85.87 | 85.16 | 85.57 | 86.24 | 86.75 | 87.42 |
| 677 | 372 | 24 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.36 | 87.87 | 87.76 | 88.44 | 88.08 | 89.39 | 85.70 | 86.96 | 73.44 | 87.84 | 86.92 | 74.70 | 88.25 | 88.86 | 89.23 | 87.93 | 87.49 | 89.04 | 88.06 | 89.75 | 85.68 | 84.15 | 86.44 | 85.30 | 88.47 | 86.09 |
| 678 | 372 | 24 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.42 | 89.54 | 88.74 | 86.72 | 87.61 | 88.49 | 88.90 | 88.66 | 88.85 | 86.77 | 88.74 | 87.67 | 88.25 | 87.00 | 88.74 | 87.35 | 86.39 | 87.61 | 74.91 | 88.95 | 88.22 | 87.70 | 86.03 | 85.31 | 86.14 | 86.18 |
| 679 | 372 | 24 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 84.17 | 88.34 | 87.84 | 87.94 | 88.75 | 88.77 | 87.78 | 88.27 | 88.39 | 86.64 | 74.86 | 88.54 | 88.25 | 88.29 | 86.64 | 86.45 | 85.41 | 88.28 | 74.87 | 87.38 | 88.07 | 85.15 | 86.34 | 87.37 | 87.81 | 85.56 |
| 708 | 372 | 24 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 85.28 | 87.15 | 87.02 | 87.72 | 86.64 | 86.63 | 88.57 | 88.66 | 88.51 | 73.15 | 88.73 | 88.40 | 88.30 | 85.72 | 87.24 | 87.85 | 86.88 | 88.31 | 75.32 | 89.26 | 86.79 | 86.99 | 88.03 | 85.39 | 85.46 | 85.45 |
| 709 | 372 | 24 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.55 | 73.63 | 87.68 | 88.71 | 87.36 | 89.10 | 73.87 | 74.37 | 88.79 | 87.42 | 87.99 | 75.13 | 88.89 | 87.89 | 87.83 | 74.16 | 86.95 | 89.31 | 88.94 | 87.96 | 84.93 | 85.34 | 83.90 | 87.15 | 85.64 | 85.42 |
| 710 | 372 | 24 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.41 | 88.94 | 87.15 | 87.37 | 79.50 | 87.60 | 87.26 | 88.11 | 87.39 | 87.29 | 88.55 | 73.53 | 88.29 | 88.35 | 86.78 | 88.62 | 87.64 | 86.80 | 88.85 | 89.70 | 88.03 | 85.24 | 86.87 | 87.30 | 87.59 | 86.04 |
| 711 | 372 | 24 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 86.69 | 87.88 | 87.79 | 86.71 | 87.49 | 88.52 | 87.36 | 89.13 | 87.35 | 87.73 | 73.85 | 73.60 | 75.91 | 87.14 | 86.96 | 89.14 | 86.86 | 88.17 | 75.05 | 74.77 | 84.02 | 84.94 | 57.57 | 84.64 | 86.14 | 86.84 |
| 740 | 372 | 24 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.21 | 86.74 | 87.40 | 89.05 | 86.97 | 88.70 | 87.74 | 87.98 | 88.71 | 88.39 | 89.65 | 75.59 | 88.27 | 87.78 | 87.56 | 87.25 | 88.52 | 88.14 | 86.69 | 75.39 | 84.97 | 85.48 | 56.98 | 85.62 | 57.08 | 86.63 |
| 741 | 372 | 24 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.61 | 87.61 | 86.12 | 87.90 | 88.21 | 88.20 | 88.06 | 88.64 | 86.72 | 54.14 | 89.21 | 88.09 | 88.56 | 84.74 | 56.76 | 88.26 | 87.99 | 87.59 | 88.17 | 87.39 | 83.69 | 85.21 | 86.78 | 55.15 | 85.44 | 87.63 |
| 742 | 372 | 24 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.47 | 73.96 | 87.22 | 87.57 | 86.91 | 88.03 | 87.66 | 87.15 | 86.73 | 73.68 | 74.39 | 74.85 | 73.88 | 88.24 | 87.70 | 86.22 | 87.04 | 73.19 | 74.16 | 87.31 | 86.31 | 85.64 | 88.29 | 54.11 | 84.11 | 73.62 |
| 743 | 372 | 24 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 86.31 | 86.82 | 88.13 | 87.17 | 88.15 | 88.71 | 87.49 | 86.91 | 86.18 | 74.15 | 88.77 | 88.47 | 87.79 | 72.91 | 87.38 | 86.33 | 85.37 | 86.55 | 86.91 | 75.15 | 85.71 | 83.76 | 86.65 | 85.50 | 84.64 | 86.27 |
| 772 | 372 | 24 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 41.11 | 49.02 | 41.81 | 41.38 | 41.39 | 40.92 | 39.25 | 40.84 | 41.20 | 40.59 | 39.17 | 40.63 | 40.55 | 40.93 | 48.90 | 40.94 | 40.94 | 48.86 | 39.57 | 39.69 | 38.70 | 39.06 | 38.29 | 45.04 | 49.43 | 39.47 |
| 773 | 372 | 24 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 40.12 | 41.67 | 41.39 | 41.38 | 47.12 | 39.37 | 49.55 | 41.57 | 40.90 | 41.25 | 42.94 | 38.99 | 38.89 | 40.69 | 40.66 | 39.14 | 40.94 | 49.03 | 39.88 | 41.85 | 45.01 | 39.83 | 40.52 | 41.20 | 40.09 | 41.46 |
| 774 | 372 | 24 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 40.45 | 41.97 | 40.81 | 41.22 | 41.91 | 49.85 | 48.94 | 40.88 | 39.32 | 40.50 | 39.63 | 41.82 | 46.17 | 49.76 | 40.23 | 38.48 | 40.93 | 47.50 | 39.45 | 39.98 | 39.78 | 39.52 | 38.56 | 41.09 | 49.18 | 41.42 |
| 775 | 372 | 24 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 39.96 | 40.97 | 41.90 | 41.39 | 40.51 | 50.05 | 39.31 | 40.87 | 41.85 | 40.61 | 50.58 | 39.00 | 47.90 | 40.95 | 40.96 | 38.51 | 38.78 | 38.74 | 39.48 | 39.50 | 39.66 | 40.08 | 39.72 | 40.42 | 40.78 | 41.36 |
| 804 | 372 | 24 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 41.57 | 48.74 | 40.92 | 40.84 | 41.89 | 41.83 | 39.35 | 41.01 | 39.09 | 48.75 | 49.83 | 55.43 | 46.47 | 48.78 | 40.43 | 40.31 | 40.70 | 50.17 | 41.91 | 39.91 | 46.02 | 39.34 | 39.98 | 41.40 | 40.62 | 41.47 |
| 805 | 372 | 24 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 40.57 | 41.75 | 41.65 | 41.36 | 41.70 | 39.58 | 48.69 | 47.43 | 40.48 | 48.27 | 41.88 | 40.44 | 37.89 | 39.74 | 46.74 | 39.49 | 40.93 | 47.53 | 42.19 | 41.72 | 39.63 | 40.22 | 38.99 | 40.08 | 40.88 | 45.76 |
| 806 | 372 | 24 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 49.18 | 41.91 | 41.78 | 41.96 | 41.32 | 40.10 | 39.95 | 48.89 | 46.67 | 40.13 | 40.66 | 41.61 | 38.33 | 39.61 | 40.80 | 38.84 | 40.95 | 38.78 | 40.07 | 47.91 | 44.26 | 39.21 | 38.11 | 40.82 | 40.84 | 41.30 |
| 807 | 372 | 24 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 39.55 | 41.35 | 47.32 | 41.35 | 48.75 | 46.58 | 50.08 | 40.69 | 41.42 | 40.47 | 40.46 | 48.18 | 49.26 | 48.72 | 41.35 | 38.91 | 45.65 | 45.52 | 40.46 | 41.26 | 39.80 | 39.52 | 45.22 | 40.31 | 40.68 | 40.66 |
| 836 | 372 | 24 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 41.79 | 41.96 | 41.52 | 41.65 | 47.01 | 47.50 | 38.33 | 39.87 | 40.97 | 41.29 | 40.46 | 41.94 | 39.26 | 48.57 | 49.37 | 38.42 | 39.96 | 38.70 | 39.42 | 41.49 | 40.87 | 41.40 | 39.20 | 41.36 | 40.47 | 44.84 |
| 837 | 372 | 24 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 41.70 | 41.59 | 48.91 | 41.54 | 42.19 | 43.96 | 38.57 | 40.88 | 39.65 | 47.52 | 42.04 | 40.57 | 39.02 | 40.90 | 48.71 | 38.66 | 41.01 | 47.91 | 47.59 | 45.29 | 40.47 | 39.34 | 44.11 | 41.68 | 40.80 | 41.24 |
| 838 | 372 | 24 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 41.65 | 47.67 | 41.58 | 41.82 | 41.64 | 42.03 | 48.16 | 50.10 | 41.51 | 40.60 | 39.04 | 41.67 | 39.25 | 40.40 | 41.80 | 38.42 | 40.85 | 35.63 | 39.96 | 49.49 | 40.34 | 40.07 | 40.52 | 40.43 | 41.24 | 41.63 |
| 839 | 372 | 24 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 40.66 | 41.72 | 40.04 | 41.55 | 41.54 | 41.69 | 40.06 | 47.52 | 49.73 | 41.08 | 39.15 | 41.32 | 41.13 | 40.37 | 40.98 | 39.50 | 43.76 | 42.04 | 39.12 | 47.76 | 40.35 | 40.84 | 39.97 | 41.25 | 39.73 | 41.44 |
| 868 | 372 | 24 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.14 | 87.92 | 87.72 | 88.14 | 87.96 | 89.75 | 86.53 | 88.46 | 85.67 | 86.47 | 88.60 | 87.63 | 88.79 | 87.20 | 86.99 | 86.73 | 86.91 | 86.59 | 87.69 | 87.35 | 88.27 | 85.50 | 88.82 | 84.75 | 88.81 | 85.62 |
| 869 | 372 | 24 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.26 | 87.65 | 87.52 | 88.20 | 88.97 | 89.07 | 88.63 | 87.68 | 87.13 | 86.21 | 88.70 | 87.37 | 88.06 | 85.97 | 86.02 | 88.08 | 89.44 | 87.00 | 87.22 | 88.30 | 88.19 | 85.27 | 87.66 | 83.91 | 86.80 | 87.34 |
| 870 | 372 | 24 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.65 | 87.19 | 87.74 | 86.61 | 87.03 | 89.14 | 86.99 | 87.82 | 88.33 | 88.18 | 88.22 | 89.68 | 88.38 | 88.18 | 88.69 | 89.25 | 87.29 | 87.14 | 87.85 | 87.58 | 84.69 | 88.83 | 88.22 | 85.68 | 88.46 | 85.73 |
| 871 | 372 | 24 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.31 | 88.82 | 88.64 | 86.39 | 85.51 | 88.88 | 87.53 | 87.41 | 88.06 | 86.87 | 87.08 | 89.88 | 85.02 | 88.85 | 86.15 | 87.87 | 87.49 | 87.50 | 88.41 | 89.63 | 85.92 | 88.11 | 88.58 | 85.28 | 86.97 | 84.09 |
| 900 | 372 | 24 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 86.64 | 88.34 | 87.36 | 87.57 | 88.51 | 88.71 | 86.54 | 90.19 | 87.57 | 87.87 | 88.29 | 87.45 | 89.41 | 88.29 | 87.20 | 88.52 | 86.85 | 86.58 | 86.49 | 87.01 | 87.53 | 86.05 | 88.19 | 89.23 | 85.78 | 87.26 |
| 901 | 372 | 24 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 85.74 | 88.23 | 88.22 | 87.93 | 89.53 | 89.20 | 85.65 | 87.52 | 87.18 | 87.14 | 88.30 | 88.89 | 89.44 | 89.29 | 88.57 | 86.64 | 89.16 | 87.36 | 87.27 | 88.41 | 87.56 | 85.67 | 86.94 | 85.88 | 84.03 | 85.60 |
| 902 | 372 | 24 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.24 | 87.79 | 88.02 | 88.51 | 85.20 | 87.72 | 85.18 | 87.14 | 86.78 | 87.97 | 88.02 | 87.74 | 88.82 | 88.39 | 86.34 | 87.49 | 86.45 | 86.37 | 86.12 | 87.16 | 85.56 | 86.11 | 88.85 | 87.78 | 86.36 | 85.30 |
| 903 | 372 | 24 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.74 | 87.21 | 88.36 | 86.64 | 87.28 | 86.76 | 88.35 | 86.29 | 87.66 | 87.81 | 87.97 | 89.15 | 88.37 | 86.02 | 87.60 | 86.67 | 88.28 | 89.09 | 88.41 | 87.96 | 88.29 | 85.28 | 85.59 | 86.50 | 87.07 | 87.63 |
| 932 | 372 | 24 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 85.79 | 86.75 | 87.76 | 87.70 | 85.45 | 87.43 | 87.89 | 87.04 | 88.22 | 87.85 | 88.44 | 88.95 | 89.09 | 88.04 | 87.31 | 89.38 | 87.72 | 87.42 | 87.36 | 89.38 | 84.02 | 85.00 | 87.66 | 86.78 | 84.76 | 85.09 |
| 933 | 372 | 24 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.43 | 87.17 | 89.43 | 88.27 | 85.49 | 89.49 | 88.63 | 87.28 | 87.76 | 87.08 | 89.71 | 89.93 | 87.04 | 87.99 | 86.00 | 88.33 | 89.00 | 88.83 | 85.14 | 88.85 | 87.52 | 85.90 | 86.30 | 86.22 | 86.64 | 84.38 |
| 934 | 372 | 24 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.94 | 88.16 | 87.83 | 87.68 | 85.82 | 87.78 | 87.08 | 88.37 | 88.37 | 87.16 | 88.57 | 88.06 | 88.99 | 86.52 | 86.80 | 88.73 | 88.22 | 86.93 | 88.84 | 88.51 | 84.79 | 82.95 | 86.59 | 86.98 | 84.67 | 86.22 |
| 935 | 372 | 24 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.08 | 87.96 | 83.15 | 87.71 | 89.00 | 89.84 | 88.37 | 87.17 | 88.39 | 87.71 | 88.98 | 90.74 | 87.84 | 86.60 | 87.73 | 87.10 | 86.95 | 87.40 | 89.21 | 87.72 | 83.69 | 86.95 | 80.07 | 87.45 | 85.64 | 86.18 |
| 964 | 372 | 24 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 85.60 | 87.81 | 88.58 | 88.49 | 86.86 | 89.31 | 86.69 | 86.88 | 87.32 | 87.81 | 89.45 | 88.82 | 88.16 | 87.85 | 88.14 | 88.09 | 88.08 | 88.51 | 89.14 | 88.79 | 86.44 | 84.83 | 88.09 | 85.42 | 86.29 | 85.90 |
| 965 | 372 | 24 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.43 | 88.47 | 87.84 | 87.28 | 87.33 | 88.72 | 89.74 | 87.40 | 87.61 | 87.62 | 88.25 | 75.86 | 88.97 | 87.18 | 87.76 | 87.32 | 87.32 | 87.63 | 89.26 | 89.71 | 87.62 | 85.16 | 86.92 | 88.23 | 86.44 | 87.42 |
| 966 | 372 | 24 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.28 | 88.47 | 87.87 | 87.06 | 88.67 | 87.81 | 87.07 | 86.92 | 86.52 | 87.84 | 74.26 | 89.27 | 88.89 | 88.69 | 88.46 | 74.84 | 89.59 | 74.79 | 86.35 | 75.02 | 86.15 | 86.10 | 88.03 | 86.49 | 87.64 | 85.37 |
| 967 | 372 | 24 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.50 | 87.29 | 86.65 | 87.96 | 87.59 | 87.10 | 87.74 | 88.27 | 87.40 | 87.85 | 87.42 | 87.98 | 87.83 | 86.95 | 88.36 | 88.88 | 87.79 | 87.81 | 89.61 | 89.74 | 85.73 | 84.95 | 87.53 | 85.58 | 87.58 | 84.19 |
| 996 | 372 | 24 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 86.71 | 90.40 | 88.37 | 88.06 | 88.10 | 88.96 | 87.13 | 85.79 | 87.26 | 70.94 | 87.87 | 88.39 | 90.25 | 86.67 | 87.52 | 88.83 | 87.55 | 89.20 | 74.85 | 88.21 | 85.71 | 85.45 | 83.33 | 88.49 | 84.47 | 86.96 |
| 997 | 372 | 24 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 84.53 | 85.16 | 72.25 | 87.46 | 89.60 | 87.23 | 87.86 | 88.63 | 86.81 | 88.03 | 73.17 | 87.87 | 87.53 | 88.68 | 86.79 | 73.42 | 89.10 | 73.66 | 88.26 | 88.71 | 84.92 | 82.66 | 87.19 | 85.04 | 85.58 | 86.42 |
| 998 | 372 | 24 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 85.83 | 87.61 | 86.77 | 89.52 | 88.23 | 85.64 | 89.18 | 88.41 | 72.89 | 87.16 | 74.84 | 88.57 | 74.62 | 87.11 | 87.64 | 87.03 | 88.23 | 88.94 | 88.59 | 88.58 | 86.70 | 85.61 | 86.40 | 86.75 | 84.97 | 86.21 |
| 999 | 372 | 24 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 86.98 | 88.92 | 87.96 | 89.08 | 87.82 | 88.20 | 88.16 | 87.69 | 88.82 | 87.19 | 88.19 | 88.33 | 86.75 | 73.16 | 72.60 | 85.47 | 86.36 | 86.49 | 87.35 | 88.80 | 83.18 | 85.74 | 87.85 | 85.80 | 86.09 | 85.31 |
| 1028 | 372 | 24 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 85.74 | 88.09 | 88.42 | 85.60 | 87.44 | 89.17 | 73.86 | 87.24 | 88.32 | 86.89 | 89.83 | 88.53 | 88.47 | 84.80 | 87.76 | 87.27 | 88.64 | 87.48 | 86.53 | 87.09 | 85.63 | 86.11 | 55.65 | 85.77 | 84.99 | 87.44 |
| 1029 | 372 | 24 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.42 | 86.69 | 84.85 | 88.17 | 87.37 | 74.89 | 88.03 | 85.47 | 88.75 | 73.64 | 88.01 | 89.28 | 87.80 | 86.24 | 88.01 | 86.74 | 87.76 | 89.55 | 74.26 | 87.18 | 85.86 | 85.17 | 83.95 | 87.25 | 86.98 | 85.66 |
| 1030 | 372 | 24 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.85 | 89.00 | 87.87 | 87.28 | 86.39 | 89.18 | 55.74 | 86.03 | 86.57 | 83.08 | 87.85 | 75.52 | 89.11 | 86.15 | 87.65 | 89.32 | 86.54 | 89.71 | 75.07 | 87.97 | 85.19 | 84.67 | 87.54 | 54.97 | 86.79 | 85.93 |
| 1031 | 372 | 24 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 86.61 | 87.30 | 87.09 | 88.14 | 88.09 | 87.86 | 87.30 | 86.58 | 87.51 | 87.86 | 88.65 | 74.29 | 89.54 | 87.00 | 87.08 | 86.54 | 86.07 | 89.22 | 74.13 | 88.40 | 85.02 | 56.71 | 57.07 | 85.61 | 85.81 | 86.34 |
| 1060 | 372 | 24 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 40.50 | 42.17 | 41.54 | 40.81 | 41.49 | 39.01 | 48.49 | 48.17 | 40.55 | 41.22 | 39.31 | 41.62 | 39.59 | 38.77 | 40.53 | 43.50 | 41.62 | 46.70 | 39.71 | 39.71 | 39.21 | 39.52 | 40.92 | 44.17 | 39.28 | 41.27 |
| 1061 | 372 | 24 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 41.92 | 41.94 | 41.98 | 49.72 | 41.89 | 41.91 | 39.82 | 40.83 | 48.41 | 41.27 | 39.38 | 40.14 | 39.62 | 39.45 | 41.42 | 39.00 | 39.46 | 40.95 | 39.57 | 41.03 | 39.13 | 39.20 | 39.54 | 41.05 | 40.85 | 41.42 |
| 1062 | 372 | 24 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 46.99 | 41.63 | 41.05 | 40.93 | 41.48 | 39.88 | 39.64 | 41.15 | 49.47 | 40.75 | 39.47 | 41.52 | 39.31 | 38.85 | 40.91 | 40.63 | 39.41 | 40.63 | 39.86 | 42.30 | 41.36 | 41.12 | 39.51 | 41.40 | 40.41 | 41.00 |
| 1063 | 372 | 24 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 46.54 | 40.41 | 41.72 | 41.83 | 41.70 | 39.40 | 39.92 | 40.83 | 40.53 | 46.33 | 40.46 | 47.20 | 50.39 | 40.63 | 40.95 | 39.14 | 40.86 | 49.42 | 54.71 | 39.47 | 41.19 | 40.03 | 39.34 | 44.47 | 39.90 | 41.30 |
| 1092 | 372 | 24 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 39.00 | 47.91 | 41.05 | 41.54 | 41.87 | 46.35 | 39.41 | 41.22 | 39.77 | 41.55 | 41.38 | 49.71 | 49.64 | 48.69 | 49.42 | 51.05 | 40.71 | 38.95 | 48.86 | 41.65 | 38.30 | 41.64 | 44.84 | 41.36 | 41.08 | 47.21 |
| 1093 | 372 | 24 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 40.59 | 41.04 | 41.76 | 41.96 | 41.55 | 42.30 | 85.41 | 48.24 | 40.19 | 40.98 | 39.33 | 47.77 | 39.26 | 49.25 | 40.83 | 48.66 | 40.93 | 49.20 | 49.07 | 41.63 | 40.10 | 40.10 | 39.46 | 41.52 | 40.34 | 40.68 |
| 1094 | 372 | 24 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 41.24 | 41.93 | 41.26 | 41.21 | 41.99 | 47.23 | 40.77 | 40.25 | 38.90 | 40.40 | 47.53 | 39.91 | 49.07 | 47.53 | 41.81 | 39.22 | 40.95 | 46.40 | 42.90 | 48.77 | 43.55 | 46.00 | 40.90 | 40.79 | 40.69 | 41.41 |
| 1095 | 372 | 24 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 40.12 | 48.37 | 41.27 | 41.70 | 41.91 | 39.89 | 49.08 | 47.83 | 41.07 | 40.08 | 39.70 | 41.60 | 45.90 | 43.34 | 40.98 | 48.34 | 40.81 | 48.54 | 42.02 | 38.75 | 43.43 | 39.33 | 38.52 | 40.99 | 41.46 | 45.64 |
| 1124 | 372 | 24 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 40.34 | 41.28 | 41.62 | 49.79 | 41.51 | 41.83 | 40.50 | 39.98 | 38.93 | 41.37 | 47.71 | 41.84 | 38.53 | 41.64 | 40.71 | 41.24 | 46.38 | 39.04 | 39.07 | 41.60 | 40.26 | 40.35 | 38.78 | 40.78 | 41.09 | 41.26 |
| 1125 | 372 | 24 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 41.39 | 41.06 | 41.70 | 41.83 | 41.63 | 41.82 | 47.60 | 39.64 | 47.92 | 40.71 | 49.29 | 39.26 | 38.85 | 39.76 | 40.84 | 50.39 | 40.76 | 44.36 | 48.62 | 38.65 | 40.23 | 40.63 | 39.37 | 41.40 | 41.16 | 41.52 |
| 1126 | 372 | 24 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 41.46 | 41.39 | 47.26 | 41.30 | 41.67 | 41.48 | 49.15 | 40.82 | 40.15 | 39.91 | 41.69 | 41.11 | 46.96 | 41.71 | 41.81 | 44.39 | 41.05 | 41.25 | 42.09 | 48.80 | 39.77 | 39.85 | 39.03 | 41.27 | 40.27 | 46.01 |
| 1127 | 372 | 24 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 41.40 | 41.05 | 41.56 | 41.57 | 41.71 | 39.71 | 49.17 | 40.36 | 41.10 | 41.88 | 40.59 | 41.06 | 39.65 | 40.74 | 40.66 | 46.89 | 45.75 | 40.60 | 41.51 | 41.66 | 39.84 | 40.28 | 40.10 | 40.52 | 44.74 | 40.93 |
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 372 | 24 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.97 | 86.32 | 92.32 | 91.27 | 88.87 | 89.80 | 89.10 | 89.40 | 89.32 | 86.25 | 90.02 | 89.90 | 90.28 | 86.86 | 89.02 | 90.27 | 91.35 | 92.61 | 86.85 | 89.37 | 24.42 | 89.34 | 89.59 | 89.42 | 87.07 | 89.19 |
| 5 | 372 | 24 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 92.54 | 90.93 | 89.14 | 89.89 | 91.60 | 86.52 | 87.60 | 91.73 | 90.97 | 90.23 | 90.77 | 89.29 | 90.37 | 90.57 | 88.17 | 90.43 | 24.42 | 87.87 | 87.81 | 87.89 | 91.10 | 88.01 | 88.96 | 89.92 | 88.89 | 88.10 |
| 6 | 372 | 24 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 90.92 | 90.34 | 90.72 | 92.39 | 89.71 | 91.59 | 91.75 | 89.15 | 90.98 | 89.53 | 89.42 | 89.60 | 89.96 | 90.06 | 88.11 | 89.03 | 88.99 | 92.06 | 91.55 | 89.91 | 90.34 | 89.76 | 92.37 | 88.53 | 90.10 | 90.06 |
| 7 | 372 | 24 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.64 | 90.25 | 89.14 | 93.91 | 88.51 | 87.79 | 88.92 | 90.55 | 24.42 | 88.68 | 91.49 | 89.72 | 91.03 | 90.51 | 92.29 | 90.06 | 92.23 | 89.89 | 89.84 | 90.36 | 93.06 | 89.99 | 91.20 | 91.48 | 89.48 | 88.44 |
| 36 | 372 | 24 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.37 | 84.39 | 90.64 | 89.89 | 90.74 | 89.13 | 88.20 | 86.79 | 92.10 | 89.01 | 87.97 | 89.10 | 91.46 | 90.12 | 87.25 | 90.11 | 89.12 | 88.54 | 89.63 | 88.87 | 82.56 | 87.70 | 79.70 | 90.01 | 87.97 | 89.35 |
| 37 | 372 | 24 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.47 | 92.14 | 92.63 | 87.81 | 92.68 | 88.41 | 91.56 | 90.20 | 92.38 | 92.24 | 91.64 | 88.12 | 91.21 | 90.44 | 90.90 | 90.14 | 91.91 | 88.85 | 92.44 | 91.08 | 88.49 | 90.52 | 93.51 | 90.02 | 91.55 | 91.52 |
| 38 | 372 | 24 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.75 | 85.35 | 93.08 | 90.36 | 91.52 | 89.37 | 91.94 | 86.42 | 90.20 | 90.84 | 90.54 | 89.91 | 90.24 | 91.03 | 89.56 | 90.81 | 91.24 | 89.39 | 91.07 | 90.19 | 89.28 | 90.40 | 94.16 | 88.73 | 88.45 | 90.68 |
| 39 | 372 | 24 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 91.58 | 89.47 | 90.16 | 87.98 | 91.19 | 87.52 | 87.65 | 91.26 | 89.28 | 91.11 | 89.35 | 88.45 | 90.09 | 89.90 | 89.29 | 87.03 | 86.59 | 89.07 | 90.76 | 90.77 | 92.42 | 87.47 | 89.75 | 90.78 | 88.45 | 88.15 |
| 68 | 372 | 24 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 85.97 | 92.41 | 69.36 | 86.88 | 66.76 | 86.52 | 65.16 | 84.56 | 90.02 | 88.39 | 89.88 | 87.16 | 91.56 | 87.68 | 88.15 | 90.86 | 90.29 | 90.74 | 90.21 | 90.33 | 87.45 | 89.52 | 90.23 | 89.40 | 89.12 | 88.44 |
| 69 | 372 | 24 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 92.79 | 90.45 | 89.21 | 89.97 | 88.56 | 91.45 | 91.16 | 87.10 | 90.41 | 91.68 | 89.93 | 87.24 | 92.50 | 89.69 | 90.00 | 87.10 | 91.55 | 92.33 | 88.38 | 92.47 | 89.66 | 89.31 | 89.57 | 66.62 | 86.66 | 88.89 |
| 70 | 372 | 24 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 84.97 | 68.33 | 91.06 | 89.84 | 86.25 | 86.06 | 85.62 | 88.36 | 88.91 | 90.24 | 89.54 | 89.87 | 91.13 | 87.01 | 89.96 | 89.11 | 89.49 | 90.11 | 90.32 | 88.27 | 69.77 | 87.40 | 90.23 | 85.85 | 87.64 | 87.27 |
| 71 | 372 | 24 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 91.25 | 69.10 | 92.39 | 92.34 | 88.90 | 88.92 | 90.61 | 91.55 | 91.69 | 90.22 | 90.37 | 89.71 | 89.52 | 91.26 | 88.29 | 90.57 | 82.06 | 89.77 | 91.43 | 90.26 | 89.98 | 90.94 | 89.39 | 91.01 | 88.99 | 89.29 |
| 100 | 372 | 24 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 90.71 | 92.88 | 89.96 | 89.22 | 90.63 | 69.73 | 88.43 | 89.89 | 88.73 | 88.55 | 85.59 | 89.07 | 88.78 | 88.94 | 91.53 | 92.23 | 91.11 | 88.47 | 91.81 | 89.55 | 90.48 | 90.65 | 91.65 | 60.76 | 90.21 | 89.79 |
| 101 | 372 | 24 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 24.42 | 90.56 | 91.71 | 92.07 | 90.85 | 89.90 | 90.06 | 90.85 | 91.29 | 92.32 | 90.08 | 92.30 | 88.64 | 89.93 | 86.92 | 90.67 | 91.47 | 90.26 | 89.39 | 90.84 | 91.36 | 91.92 | 89.25 | 91.38 | 91.57 | 91.30 |
| 102 | 372 | 24 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 91.56 | 90.73 | 90.32 | 92.12 | 90.44 | 90.30 | 89.49 | 90.78 | 87.94 | 90.40 | 90.84 | 88.03 | 91.98 | 90.28 | 59.95 | 92.94 | 90.14 | 85.35 | 91.00 | 91.48 | 83.51 | 92.88 | 91.66 | 60.73 | 89.22 | 90.43 |
| 103 | 372 | 24 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.65 | 91.74 | 89.15 | 92.09 | 89.25 | 90.12 | 90.93 | 89.01 | 91.65 | 91.48 | 91.30 | 90.33 | 90.43 | 92.15 | 92.36 | 92.03 | 91.49 | 92.35 | 92.96 | 90.17 | 91.72 | 89.47 | 91.40 | 69.17 | 90.96 | 89.92 |
| 132 | 372 | 24 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 89.90 | 91.94 | 88.43 | 85.28 | 90.93 | 88.94 | 88.93 | 84.90 | 86.42 | 91.80 | 90.89 | 90.45 | 88.26 | 86.75 | 88.31 | 92.43 | 89.65 | 87.13 | 91.44 | 68.64 | 90.08 | 62.24 | 86.66 | 92.58 | 85.75 | 90.04 |
| 133 | 372 | 24 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 91.44 | 87.12 | 87.89 | 85.59 | 91.44 | 87.52 | 90.13 | 89.40 | 87.03 | 92.20 | 92.19 | 68.75 | 90.31 | 91.82 | 87.30 | 91.25 | 89.95 | 87.59 | 91.10 | 90.00 | 91.96 | 92.14 | 91.08 | 90.73 | 89.35 | 90.93 |
| 134 | 372 | 24 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 91.70 | 86.87 | 89.33 | 87.28 | 90.12 | 89.23 | 90.11 | 90.23 | 89.78 | 90.74 | 92.52 | 89.39 | 89.64 | 91.13 | 89.32 | 92.86 | 86.96 | 89.30 | 91.26 | 70.18 | 89.75 | 89.20 | 92.56 | 88.42 | 89.26 | 89.29 |
| 135 | 372 | 24 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.75 | 91.28 | 92.22 | 86.87 | 89.21 | 90.18 | 91.26 | 89.25 | 91.38 | 92.42 | 87.31 | 68.27 | 94.39 | 92.16 | 88.73 | 86.63 | 88.45 | 90.07 | 90.56 | 92.51 | 91.96 | 89.77 | 90.80 | 91.68 | 88.27 | 92.55 |
| 164 | 372 | 24 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 84.82 | 86.09 | 92.37 | 86.74 | 91.77 | 87.62 | 88.73 | 85.97 | 70.25 | 91.34 | 89.32 | 89.07 | 84.69 | 87.97 | 90.74 | 92.01 | 92.44 | 92.24 | 91.21 | 69.80 | 91.00 | 90.00 | 91.62 | 90.69 | 90.50 | 89.67 |
| 165 | 372 | 24 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 90.01 | 90.10 | 90.63 | 89.59 | 88.10 | 89.19 | 91.84 | 87.85 | 91.59 | 91.22 | 89.95 | 90.52 | 90.69 | 90.11 | 91.09 | 87.59 | 90.24 | 87.64 | 89.20 | 90.51 | 92.06 | 91.57 | 92.90 | 90.48 | 92.11 | 90.67 |
| 166 | 372 | 24 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 91.30 | 93.50 | 90.66 | 88.94 | 94.20 | 89.33 | 90.95 | 91.66 | 86.79 | 87.83 | 90.60 | 89.35 | 90.50 | 91.97 | 91.87 | 87.79 | 90.44 | 70.49 | 88.59 | 90.72 | 88.48 | 89.31 | 62.88 | 91.17 | 90.27 | 89.94 |
| 167 | 372 | 24 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 90.98 | 90.54 | 93.03 | 91.82 | 90.03 | 91.04 | 70.16 | 91.48 | 93.72 | 89.17 | 92.95 | 85.11 | 92.54 | 69.91 | 85.85 | 91.09 | 90.62 | 91.51 | 87.19 | 87.97 | 90.86 | 90.64 | 89.79 | 92.96 | 91.24 | 91.47 |
| 196 | 372 | 24 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 37.47 | 40.53 | 40.80 | 40.51 | 37.29 | 38.53 | 41.52 | 37.59 | 37.99 | 40.79 | 40.08 | 38.40 | 38.07 | 37.99 | 40.34 | 37.84 | 40.04 | 37.69 | 40.62 | 37.88 | 37.98 | 39.78 | 38.36 | 40.31 | 39.92 | 39.99 |
| 197 | 372 | 24 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 37.37 | 37.42 | 37.63 | 40.54 | 40.49 | 37.85 | 38.41 | 37.93 | 37.45 | 37.70 | 37.98 | 37.96 | 38.38 | 39.96 | 40.38 | 37.96 | 40.91 | 37.59 | 38.11 | 37.71 | 39.88 | 40.55 | 39.68 | 40.07 | 39.95 | 39.95 |
| 198 | 372 | 24 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 38.52 | 37.81 | 40.69 | 40.72 | 37.98 | 38.21 | 38.95 | 39.97 | 37.71 | 37.21 | 38.25 | 38.42 | 37.97 | 37.55 | 40.14 | 37.70 | 37.42 | 83.85 | 37.97 | 40.22 | 37.82 | 39.74 | 37.83 | 40.07 | 40.23 | 40.19 |
| 199 | 372 | 24 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 37.97 | 38.43 | 40.24 | 40.79 | 37.07 | 38.10 | 87.24 | 39.96 | 37.63 | 38.01 | 37.85 | 40.11 | 89.87 | 40.68 | 40.40 | 38.65 | 37.89 | 37.81 | 37.96 | 38.25 | 39.83 | 40.12 | 38.25 | 39.92 | 40.20 | 39.60 |
| 228 | 372 | 24 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 38.24 | 40.50 | 37.37 | 39.88 | 37.69 | 38.08 | 41.80 | 40.12 | 37.98 | 40.78 | 38.57 | 38.41 | 38.11 | 37.70 | 40.91 | 39.83 | 38.24 | 37.70 | 37.95 | 38.25 | 39.26 | 39.72 | 38.35 | 40.06 | 40.49 | 40.29 |
| 229 | 372 | 24 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 38.39 | 37.94 | 37.96 | 38.50 | 37.95 | 37.97 | 38.27 | 40.63 | 37.97 | 38.11 | 38.43 | 37.77 | 37.99 | 37.83 | 48.55 | 37.99 | 39.88 | 37.95 | 40.34 | 42.95 | 40.49 | 42.11 | 39.61 | 39.95 | 39.79 | 39.86 |
| 230 | 372 | 24 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 37.25 | 43.58 | 38.39 | 40.68 | 37.80 | 37.84 | 37.88 | 40.08 | 38.41 | 37.54 | 38.51 | 41.90 | 38.26 | 38.09 | 49.26 | 37.81 | 40.70 | 84.91 | 37.71 | 37.84 | 39.58 | 39.96 | 37.79 | 39.95 | 39.96 | 39.95 |
| 231 | 372 | 24 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 37.41 | 40.23 | 37.58 | 40.37 | 38.01 | 38.24 | 38.08 | 39.96 | 38.43 | 37.96 | 38.38 | 38.69 | 24.42 | 40.35 | 37.52 | 37.49 | 37.95 | 38.52 | 43.07 | 40.11 | 39.45 | 39.83 | 37.88 | 39.92 | 38.15 | 40.56 |
| 260 | 372 | 24 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 37.98 | 40.20 | 37.69 | 40.54 | 38.07 | 37.57 | 38.40 | 38.40 | 37.43 | 37.86 | 38.69 | 38.58 | 38.39 | 39.38 | 38.08 | 38.26 | 40.26 | 38.00 | 40.07 | 38.30 | 38.01 | 39.85 | 38.13 | 40.38 | 39.86 | 40.17 |
| 261 | 372 | 24 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 37.98 | 37.94 | 37.68 | 40.71 | 37.96 | 38.33 | 38.15 | 38.15 | 38.38 | 39.97 | 38.10 | 40.31 | 38.11 | 39.66 | 37.95 | 37.70 | 37.70 | 37.65 | 38.01 | 40.34 | 42.66 | 39.95 | 37.99 | 40.11 | 39.92 | 40.06 |
| 262 | 372 | 24 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 38.24 | 38.23 | 49.01 | 38.17 | 37.95 | 38.22 | 38.52 | 38.41 | 38.13 | 37.58 | 38.01 | 38.68 | 42.62 | 40.35 | 38.35 | 37.57 | 38.13 | 87.44 | 41.82 | 38.11 | 40.07 | 39.87 | 38.15 | 39.92 | 37.98 | 39.93 |
| 263 | 372 | 24 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 38.25 | 40.27 | 37.39 | 40.69 | 43.27 | 38.24 | 38.15 | 40.00 | 38.24 | 37.96 | 40.02 | 38.28 | 38.28 | 38.65 | 40.33 | 38.38 | 39.67 | 38.08 | 37.81 | 40.22 | 39.80 | 39.80 | 37.75 | 39.90 | 39.96 | 39.95 |
| 292 | 372 | 24 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.88 | 88.43 | 87.62 | 92.16 | 91.05 | 89.95 | 88.92 | 90.40 | 89.02 | 90.43 | 89.26 | 89.23 | 90.31 | 88.31 | 88.71 | 90.36 | 24.42 | 89.74 | 91.35 | 87.97 | 24.42 | 89.04 | 88.20 | 62.54 | 90.36 | 90.38 |
| 293 | 372 | 24 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.65 | 89.31 | 89.72 | 89.31 | 92.68 | 88.31 | 90.82 | 90.37 | 90.91 | 90.65 | 87.98 | 87.97 | 91.35 | 89.01 | 89.22 | 89.34 | 90.58 | 90.64 | 92.56 | 89.43 | 90.57 | 89.62 | 91.00 | 90.06 | 89.78 | 88.26 |
| 294 | 372 | 24 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.10 | 89.85 | 91.97 | 90.40 | 91.56 | 87.93 | 91.78 | 91.26 | 88.44 | 91.08 | 91.61 | 88.78 | 90.32 | 89.50 | 89.08 | 91.52 | 90.08 | 89.71 | 91.88 | 90.07 | 91.80 | 91.46 | 89.38 | 89.94 | 89.07 | 88.15 |
| 295 | 372 | 24 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 91.08 | 85.29 | 91.11 | 86.87 | 92.48 | 89.11 | 90.75 | 90.56 | 91.35 | 90.03 | 89.23 | 89.65 | 91.46 | 87.00 | 88.60 | 88.67 | 89.60 | 91.24 | 90.99 | 89.57 | 90.24 | 89.85 | 91.09 | 90.25 | 89.82 | 86.80 |
| 324 | 372 | 24 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.48 | 70.14 | 89.72 | 88.52 | 91.37 | 88.31 | 92.00 | 89.76 | 88.12 | 90.69 | 88.18 | 89.04 | 91.17 | 89.97 | 76.11 | 90.41 | 83.04 | 91.55 | 90.44 | 88.49 | 86.59 | 63.72 | 86.68 | 85.05 | 65.70 | 83.30 |
| 325 | 372 | 24 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.21 | 90.58 | 92.65 | 89.83 | 92.62 | 89.64 | 91.84 | 89.94 | 91.16 | 91.58 | 89.94 | 92.01 | 91.10 | 92.48 | 89.90 | 91.63 | 88.08 | 91.49 | 91.12 | 89.13 | 87.59 | 90.28 | 89.28 | 90.77 | 88.70 | 87.58 |
| 326 | 372 | 24 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.02 | 89.18 | 90.81 | 89.71 | 90.87 | 89.33 | 89.96 | 89.85 | 90.89 | 88.89 | 89.42 | 89.75 | 91.78 | 93.23 | 87.58 | 89.93 | 91.15 | 87.21 | 88.73 | 89.89 | 89.90 | 90.32 | 90.31 | 89.98 | 66.45 | 66.99 |
| 327 | 372 | 24 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.73 | 86.47 | 92.46 | 83.75 | 89.32 | 90.63 | 89.29 | 89.66 | 90.41 | 92.05 | 94.04 | 90.10 | 89.78 | 90.37 | 90.10 | 90.45 | 92.64 | 88.35 | 90.16 | 89.59 | 87.03 | 90.43 | 89.55 | 84.54 | 87.72 | 89.99 |
| 356 | 372 | 24 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.26 | 66.76 | 89.29 | 84.79 | 89.16 | 87.66 | 91.27 | 94.16 | 83.96 | 24.42 | 90.42 | 90.08 | 90.58 | 90.67 | 91.13 | 88.31 | 90.22 | 89.07 | 88.23 | 88.97 | 65.05 | 88.71 | 90.22 | 85.42 | 90.94 | 87.29 |
| 357 | 372 | 24 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 71.45 | 91.19 | 91.07 | 64.28 | 90.88 | 90.43 | 91.79 | 90.65 | 86.66 | 85.89 | 88.43 | 88.41 | 90.16 | 86.57 | 90.15 | 85.21 | 90.63 | 86.98 | 89.38 | 89.41 | 65.79 | 67.98 | 91.46 | 89.99 | 89.66 | 90.54 |
| 358 | 372 | 24 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.14 | 91.82 | 86.77 | 89.28 | 92.73 | 88.95 | 87.56 | 88.03 | 89.72 | 89.51 | 89.30 | 90.09 | 89.65 | 84.98 | 91.21 | 92.61 | 88.38 | 90.43 | 90.72 | 90.79 | 91.83 | 66.60 | 88.30 | 67.74 | 67.66 | 87.28 |
| 359 | 372 | 24 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 91.60 | 87.72 | 89.21 | 90.69 | 91.11 | 89.05 | 91.35 | 91.30 | 85.10 | 89.40 | 89.61 | 90.55 | 91.38 | 91.15 | 90.52 | 85.21 | 91.25 | 90.86 | 91.16 | 92.10 | 87.40 | 88.85 | 71.06 | 68.78 | 69.65 | 89.71 |
| 388 | 372 | 24 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 91.04 | 86.35 | 93.62 | 92.13 | 90.85 | 89.16 | 90.88 | 90.13 | 91.58 | 91.75 | 93.30 | 68.52 | 92.22 | 90.93 | 91.13 | 90.33 | 90.90 | 91.07 | 89.92 | 92.27 | 90.15 | 90.69 | 90.92 | 90.27 | 91.55 | 91.40 |
| 389 | 372 | 24 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.49 | 90.15 | 90.71 | 90.63 | 89.85 | 88.23 | 90.15 | 90.34 | 94.19 | 91.67 | 90.61 | 90.59 | 91.82 | 91.80 | 90.49 | 90.39 | 90.61 | 91.32 | 91.36 | 91.33 | 91.47 | 91.94 | 90.65 | 92.06 | 82.73 | 92.36 |
| 390 | 372 | 24 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 92.02 | 89.38 | 85.92 | 85.53 | 90.55 | 89.67 | 90.70 | 90.36 | 90.20 | 92.49 | 89.67 | 89.93 | 90.61 | 89.48 | 84.28 | 92.59 | 89.16 | 71.61 | 89.97 | 90.30 | 92.04 | 87.52 | 92.91 | 61.01 | 90.12 | 60.37 |
| 391 | 372 | 24 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 91.83 | 92.84 | 92.09 | 91.56 | 93.76 | 91.87 | 90.29 | 90.50 | 91.92 | 91.30 | 91.52 | 69.79 | 92.16 | 91.80 | 88.53 | 89.99 | 88.47 | 88.68 | 69.48 | 90.65 | 91.22 | 83.90 | 61.30 | 91.07 | 91.97 | 91.32 |
| 420 | 372 | 24 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 90.46 | 90.51 | 88.28 | 85.67 | 89.38 | 88.12 | 90.17 | 89.62 | 90.37 | 91.13 | 88.23 | 90.02 | 91.30 | 90.22 | 89.66 | 91.42 | 90.32 | 91.54 | 89.80 | 69.09 | 91.00 | 60.75 | 92.06 | 88.62 | 86.71 | 90.04 |
| 421 | 372 | 24 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.07 | 91.46 | 89.82 | 90.25 | 90.73 | 91.86 | 87.08 | 91.55 | 90.10 | 70.00 | 89.75 | 90.28 | 90.20 | 91.86 | 69.68 | 88.63 | 87.34 | 88.37 | 92.37 | 70.18 | 86.54 | 90.28 | 85.90 | 91.38 | 89.83 | 87.24 |
| 422 | 372 | 24 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 68.63 | 89.33 | 93.23 | 89.69 | 86.88 | 90.18 | 90.06 | 90.36 | 91.68 | 91.79 | 90.50 | 89.80 | 91.24 | 90.74 | 90.06 | 91.69 | 85.55 | 68.63 | 90.42 | 90.40 | 90.77 | 91.34 | 92.47 | 87.27 | 88.96 | 89.85 |
| 423 | 372 | 24 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 90.33 | 89.77 | 90.71 | 87.70 | 90.88 | 87.30 | 90.60 | 89.92 | 91.32 | 87.38 | 90.68 | 92.56 | 90.99 | 86.46 | 90.26 | 90.44 | 89.70 | 87.55 | 91.46 | 69.24 | 90.24 | 90.66 | 91.42 | 90.10 | 89.87 | 88.59 |
| 452 | 372 | 24 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 90.02 | 87.55 | 89.47 | 90.51 | 84.41 | 91.47 | 92.95 | 68.62 | 69.95 | 92.18 | 88.01 | 91.56 | 89.63 | 85.52 | 83.67 | 92.88 | 91.57 | 88.61 | 91.49 | 88.01 | 91.29 | 87.65 | 88.92 | 91.70 | 89.27 | 90.21 |
| 453 | 372 | 24 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 92.07 | 86.92 | 90.87 | 86.40 | 88.48 | 91.15 | 90.48 | 90.23 | 87.73 | 91.90 | 93.68 | 87.67 | 93.06 | 90.57 | 89.07 | 90.54 | 90.10 | 91.35 | 90.21 | 89.86 | 89.59 | 92.12 | 92.24 | 90.54 | 91.85 | 90.38 |
| 454 | 372 | 24 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 90.52 | 86.43 | 90.57 | 88.46 | 90.67 | 87.24 | 92.16 | 93.20 | 90.09 | 89.78 | 89.88 | 88.36 | 90.88 | 89.98 | 86.86 | 90.23 | 69.86 | 85.58 | 90.22 | 90.09 | 89.10 | 89.23 | 88.74 | 91.41 | 92.64 | 92.16 |
| 455 | 372 | 24 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 90.97 | 88.26 | 92.07 | 88.00 | 90.24 | 91.50 | 85.56 | 90.12 | 89.39 | 90.70 | 69.20 | 69.44 | 91.51 | 89.96 | 89.76 | 90.44 | 90.85 | 89.18 | 90.06 | 90.60 | 92.00 | 91.20 | 90.89 | 89.91 | 88.29 | 90.70 |
| 484 | 372 | 24 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 37.92 | 38.23 | 36.12 | 40.23 | 40.68 | 42.28 | 38.10 | 40.94 | 37.67 | 40.71 | 37.85 | 37.84 | 38.25 | 40.50 | 38.04 | 88.76 | 37.80 | 37.74 | 38.00 | 40.77 | 39.95 | 39.86 | 39.92 | 40.16 | 40.37 | 40.52 |
| 485 | 372 | 24 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 37.69 | 37.38 | 37.62 | 40.51 | 37.69 | 37.83 | 37.84 | 40.42 | 38.24 | 40.69 | 38.41 | 40.63 | 37.51 | 38.07 | 37.95 | 37.67 | 37.52 | 37.88 | 41.89 | 38.01 | 39.94 | 40.22 | 38.30 | 39.92 | 40.44 | 40.50 |
| 486 | 372 | 24 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 37.65 | 37.69 | 37.68 | 40.68 | 40.63 | 38.53 | 38.35 | 40.39 | 38.70 | 37.70 | 38.55 | 40.18 | 38.50 | 37.19 | 37.72 | 43.32 | 37.56 | 38.23 | 38.01 | 38.40 | 38.41 | 39.83 | 37.81 | 39.91 | 39.83 | 39.95 |
| 487 | 372 | 24 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 38.08 | 37.68 | 38.19 | 40.26 | 38.19 | 37.84 | 38.06 | 40.51 | 37.56 | 37.85 | 37.74 | 38.09 | 37.95 | 38.38 | 40.68 | 38.06 | 37.95 | 37.52 | 38.09 | 37.73 | 39.86 | 39.91 | 38.01 | 40.32 | 39.96 | 38.13 |
| 516 | 372 | 24 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 37.98 | 40.21 | 37.97 | 38.02 | 37.68 | 37.94 | 38.26 | 37.41 | 38.06 | 37.41 | 38.17 | 38.10 | 38.38 | 37.86 | 38.24 | 44.00 | 37.86 | 37.37 | 37.69 | 40.24 | 39.91 | 40.12 | 37.95 | 39.95 | 39.99 | 39.77 |
| 517 | 372 | 24 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 38.18 | 40.38 | 37.30 | 37.35 | 37.92 | 37.57 | 38.14 | 39.12 | 36.98 | 37.83 | 38.43 | 40.10 | 37.99 | 37.67 | 40.63 | 38.07 | 40.15 | 41.35 | 37.85 | 37.97 | 39.51 | 39.85 | 38.46 | 40.28 | 39.92 | 39.82 |
| 518 | 372 | 24 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 37.96 | 38.48 | 37.70 | 38.24 | 37.66 | 38.38 | 38.25 | 39.81 | 37.82 | 41.58 | 37.62 | 40.66 | 38.67 | 38.12 | 40.18 | 43.08 | 37.77 | 37.78 | 38.24 | 38.25 | 39.61 | 39.73 | 38.03 | 40.07 | 40.13 | 40.04 |
| 519 | 372 | 24 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 38.37 | 40.68 | 37.56 | 37.94 | 37.97 | 37.78 | 38.23 | 40.68 | 38.27 | 38.10 | 38.40 | 37.84 | 37.95 | 42.88 | 40.14 | 37.70 | 39.71 | 37.97 | 38.07 | 37.82 | 38.19 | 39.93 | 39.94 | 39.83 | 40.05 | 39.83 |
| 548 | 372 | 24 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 38.24 | 38.26 | 37.25 | 37.83 | 37.98 | 38.15 | 38.08 | 37.98 | 37.94 | 37.70 | 39.62 | 40.08 | 37.97 | 38.11 | 40.51 | 38.10 | 37.68 | 36.72 | 38.00 | 38.26 | 38.01 | 40.09 | 37.79 | 39.80 | 40.04 | 39.80 |
| 549 | 372 | 24 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 37.72 | 37.70 | 37.80 | 37.69 | 37.40 | 38.40 | 38.09 | 40.25 | 37.74 | 37.82 | 38.42 | 37.74 | 38.13 | 38.08 | 40.61 | 38.30 | 37.34 | 38.12 | 38.27 | 37.84 | 38.03 | 39.87 | 37.86 | 39.92 | 39.88 | 40.20 |
| 550 | 372 | 24 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 38.21 | 37.97 | 37.97 | 37.97 | 40.68 | 38.10 | 38.25 | 38.13 | 37.70 | 37.84 | 38.43 | 37.97 | 38.13 | 38.26 | 39.99 | 37.97 | 37.81 | 37.82 | 37.59 | 38.03 | 40.00 | 40.24 | 39.95 | 40.04 | 39.90 | 40.11 |
| 551 | 372 | 24 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 38.37 | 37.68 | 37.52 | 40.26 | 37.69 | 38.39 | 42.24 | 39.96 | 87.51 | 37.99 | 38.26 | 38.81 | 38.68 | 37.90 | 40.19 | 38.27 | 38.01 | 38.40 | 37.59 | 42.73 | 39.50 | 39.55 | 38.31 | 39.95 | 39.83 | 39.68 |
| 580 | 372 | 24 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.40 | 90.74 | 90.11 | 88.84 | 91.07 | 90.05 | 89.10 | 87.68 | 88.40 | 89.45 | 89.34 | 88.11 | 88.81 | 87.32 | 86.00 | 90.82 | 88.75 | 90.02 | 89.48 | 90.56 | 90.43 | 89.06 | 90.02 | 88.34 | 88.02 | 89.27 |
| 581 | 372 | 24 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.94 | 90.10 | 89.41 | 88.63 | 89.89 | 86.69 | 88.24 | 88.70 | 90.15 | 89.67 | 88.59 | 87.82 | 88.00 | 89.20 | 86.99 | 88.21 | 90.80 | 89.64 | 89.14 | 89.73 | 90.16 | 88.55 | 88.69 | 89.70 | 90.00 | 87.48 |
| 582 | 372 | 24 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.20 | 90.81 | 90.29 | 89.12 | 89.91 | 90.29 | 90.79 | 90.37 | 89.15 | 90.19 | 89.86 | 88.36 | 88.30 | 89.06 | 86.13 | 90.14 | 90.82 | 88.08 | 89.92 | 84.95 | 89.76 | 90.32 | 91.52 | 87.21 | 87.27 | 87.01 |
| 583 | 372 | 24 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.37 | 88.59 | 89.15 | 89.50 | 88.64 | 88.98 | 87.34 | 89.54 | 89.08 | 89.56 | 89.92 | 86.43 | 86.57 | 88.07 | 88.42 | 89.59 | 90.48 | 90.28 | 89.87 | 87.43 | 89.06 | 87.81 | 91.27 | 87.59 | 86.43 | 86.78 |
| 612 | 372 | 24 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.06 | 89.84 | 91.45 | 89.96 | 89.79 | 88.82 | 90.68 | 91.53 | 90.22 | 90.14 | 89.55 | 90.03 | 90.35 | 91.07 | 89.90 | 90.72 | 92.46 | 90.32 | 90.23 | 91.17 | 92.73 | 89.86 | 91.41 | 89.49 | 91.09 | 89.37 |
| 613 | 372 | 24 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.11 | 88.86 | 90.31 | 90.33 | 88.80 | 87.55 | 91.60 | 89.94 | 90.02 | 90.37 | 90.70 | 89.15 | 89.78 | 91.15 | 89.70 | 89.70 | 90.40 | 88.94 | 89.79 | 91.20 | 91.63 | 88.63 | 91.32 | 89.87 | 88.99 | 90.34 |
| 614 | 372 | 24 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.52 | 90.44 | 89.62 | 90.77 | 88.56 | 88.54 | 88.13 | 89.05 | 89.88 | 91.12 | 90.30 | 90.28 | 91.38 | 90.02 | 90.57 | 89.85 | 89.71 | 90.76 | 93.26 | 90.66 | 89.83 | 88.95 | 91.75 | 90.91 | 88.73 | 87.76 |
| 615 | 372 | 24 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.81 | 92.72 | 88.77 | 88.07 | 89.92 | 90.75 | 90.10 | 89.92 | 88.93 | 88.56 | 92.28 | 89.17 | 91.10 | 92.06 | 90.62 | 89.47 | 91.43 | 89.41 | 89.98 | 87.57 | 88.92 | 88.23 | 90.02 | 88.63 | 85.99 | 89.51 |
| 644 | 372 | 24 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 92.27 | 89.77 | 92.89 | 89.40 | 90.98 | 91.80 | 90.96 | 88.59 | 91.02 | 87.16 | 90.91 | 88.73 | 92.65 | 89.79 | 88.80 | 90.93 | 88.81 | 89.15 | 90.85 | 90.34 | 89.55 | 91.29 | 92.92 | 90.60 | 91.85 | 89.21 |
| 645 | 372 | 24 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.56 | 90.56 | 91.78 | 90.50 | 89.14 | 87.57 | 91.53 | 87.84 | 91.17 | 87.45 | 90.37 | 90.00 | 90.66 | 91.06 | 91.07 | 90.44 | 90.23 | 90.19 | 92.29 | 88.93 | 88.71 | 89.16 | 91.78 | 90.76 | 90.76 | 88.51 |
| 646 | 372 | 24 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.73 | 91.34 | 91.28 | 90.76 | 91.23 | 89.47 | 90.46 | 90.10 | 90.79 | 90.32 | 93.85 | 90.06 | 87.95 | 90.78 | 91.49 | 90.73 | 92.04 | 90.10 | 90.61 | 90.45 | 90.43 | 88.43 | 92.87 | 89.29 | 89.96 | 88.26 |
| 647 | 372 | 24 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 93.05 | 92.21 | 88.11 | 89.20 | 92.75 | 87.36 | 88.68 | 91.08 | 91.67 | 89.14 | 91.38 | 90.66 | 91.33 | 92.01 | 88.85 | 90.72 | 92.54 | 89.10 | 89.92 | 88.30 | 91.55 | 89.72 | 93.10 | 90.96 | 91.73 | 89.89 |
| 676 | 372 | 24 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 89.66 | 91.54 | 88.51 | 90.55 | 91.75 | 89.73 | 89.89 | 89.69 | 69.55 | 88.15 | 90.03 | 88.76 | 88.93 | 69.37 | 88.92 | 90.44 | 92.79 | 88.90 | 91.27 | 87.17 | 89.99 | 87.02 | 89.10 | 88.72 | 89.47 | 89.91 |
| 677 | 372 | 24 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.59 | 91.53 | 90.64 | 91.64 | 90.53 | 90.09 | 86.68 | 87.81 | 69.96 | 89.84 | 89.47 | 70.02 | 92.02 | 91.43 | 91.06 | 90.23 | 90.66 | 92.24 | 89.52 | 89.86 | 87.92 | 87.94 | 90.30 | 88.48 | 89.71 | 86.39 |
| 678 | 372 | 24 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.20 | 91.70 | 91.76 | 90.11 | 89.00 | 87.22 | 93.21 | 88.42 | 89.86 | 89.61 | 89.88 | 88.98 | 90.47 | 88.82 | 89.14 | 90.04 | 90.06 | 89.95 | 67.79 | 88.36 | 91.32 | 90.58 | 89.43 | 89.58 | 87.99 | 88.49 |
| 679 | 372 | 24 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 85.24 | 88.56 | 91.02 | 90.77 | 89.95 | 87.83 | 91.54 | 89.39 | 89.53 | 88.50 | 69.81 | 89.28 | 89.86 | 90.00 | 91.01 | 88.44 | 88.25 | 91.23 | 69.71 | 88.15 | 88.55 | 87.07 | 89.26 | 88.84 | 90.46 | 90.36 |
| 708 | 372 | 24 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.79 | 91.91 | 92.11 | 90.36 | 88.58 | 88.47 | 91.39 | 89.26 | 90.03 | 68.97 | 89.84 | 88.63 | 93.14 | 88.42 | 90.09 | 89.32 | 88.88 | 90.95 | 69.18 | 89.33 | 90.82 | 91.05 | 90.11 | 89.45 | 88.60 | 89.87 |
| 709 | 372 | 24 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 91.24 | 70.05 | 92.41 | 90.53 | 91.11 | 88.23 | 69.68 | 69.77 | 90.25 | 91.01 | 89.79 | 69.27 | 92.41 | 91.42 | 90.08 | 69.46 | 90.75 | 90.89 | 90.81 | 90.78 | 90.61 | 90.07 | 90.88 | 90.51 | 89.00 | 87.56 |
| 710 | 372 | 24 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.73 | 91.04 | 90.43 | 89.28 | 82.46 | 89.56 | 91.65 | 90.41 | 90.04 | 89.89 | 91.87 | 68.53 | 90.07 | 93.37 | 87.59 | 91.20 | 91.77 | 90.73 | 91.75 | 90.15 | 90.93 | 89.06 | 92.35 | 91.00 | 91.59 | 87.63 |
| 711 | 372 | 24 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 90.24 | 90.13 | 91.26 | 87.81 | 92.18 | 89.87 | 88.85 | 91.80 | 92.09 | 90.14 | 69.87 | 68.44 | 69.73 | 90.06 | 87.39 | 91.58 | 89.73 | 91.12 | 68.68 | 69.65 | 90.19 | 90.30 | 62.23 | 89.30 | 89.30 | 89.74 |
| 740 | 372 | 24 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 91.43 | 89.56 | 91.28 | 91.83 | 90.35 | 90.25 | 92.08 | 91.11 | 92.57 | 92.47 | 89.41 | 69.52 | 92.89 | 87.42 | 90.33 | 90.50 | 91.28 | 87.30 | 87.10 | 68.78 | 88.67 | 90.43 | 61.12 | 90.26 | 61.49 | 91.78 |
| 741 | 372 | 24 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 92.25 | 91.48 | 90.55 | 90.25 | 92.25 | 91.43 | 92.61 | 90.33 | 89.74 | 58.01 | 90.41 | 90.49 | 91.92 | 87.32 | 59.66 | 91.07 | 91.12 | 90.66 | 90.16 | 87.68 | 86.98 | 90.42 | 92.23 | 60.21 | 89.99 | 89.60 |
| 742 | 372 | 24 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 90.65 | 69.87 | 92.47 | 90.43 | 90.14 | 88.08 | 90.49 | 89.80 | 91.89 | 69.69 | 69.04 | 69.03 | 68.99 | 90.51 | 89.42 | 89.87 | 91.26 | 69.64 | 68.51 | 90.94 | 92.43 | 90.11 | 91.38 | 59.25 | 87.91 | 68.68 |
| 743 | 372 | 24 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 90.33 | 91.74 | 91.42 | 91.86 | 92.74 | 90.85 | 92.22 | 91.44 | 90.30 | 70.18 | 91.22 | 90.51 | 91.49 | 70.65 | 90.52 | 88.78 | 89.17 | 89.48 | 92.05 | 68.81 | 92.27 | 88.32 | 91.92 | 90.79 | 89.36 | 89.46 |
| 772 | 372 | 24 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 40.22 | 42.94 | 40.52 | 40.37 | 40.05 | 40.10 | 37.08 | 39.84 | 40.27 | 39.46 | 37.58 | 40.16 | 38.43 | 40.08 | 41.34 | 40.22 | 40.11 | 42.73 | 37.82 | 37.85 | 34.03 | 39.16 | 36.90 | 38.44 | 42.36 | 38.01 |
| 773 | 372 | 24 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 37.94 | 40.48 | 40.49 | 40.33 | 41.77 | 36.80 | 43.09 | 40.70 | 40.27 | 40.09 | 41.28 | 37.57 | 37.81 | 39.82 | 40.11 | 37.42 | 40.21 | 42.32 | 37.54 | 40.89 | 38.98 | 39.49 | 39.93 | 40.56 | 39.87 | 40.85 |
| 774 | 372 | 24 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 38.11 | 40.66 | 39.90 | 40.13 | 40.78 | 42.63 | 43.03 | 39.98 | 37.26 | 39.53 | 37.63 | 40.80 | 38.84 | 43.26 | 39.69 | 36.66 | 40.08 | 40.40 | 37.96 | 37.45 | 39.58 | 39.47 | 36.86 | 40.62 | 42.39 | 40.66 |
| 775 | 372 | 24 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 37.20 | 39.83 | 40.67 | 40.61 | 39.93 | 43.38 | 38.09 | 40.13 | 40.72 | 39.42 | 44.38 | 37.55 | 41.18 | 40.15 | 40.09 | 37.54 | 37.45 | 36.83 | 37.70 | 37.90 | 39.59 | 39.52 | 37.99 | 39.77 | 40.50 | 40.77 |
| 804 | 372 | 24 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 40.23 | 43.18 | 40.20 | 39.95 | 40.66 | 40.81 | 37.25 | 39.97 | 38.99 | 41.67 | 43.36 | 49.26 | 40.84 | 42.36 | 39.65 | 39.33 | 39.96 | 42.35 | 40.89 | 37.54 | 40.11 | 39.16 | 39.37 | 40.64 | 40.25 | 40.77 |
| 805 | 372 | 24 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 38.38 | 40.49 | 40.66 | 40.02 | 40.53 | 37.24 | 42.14 | 41.65 | 39.85 | 40.48 | 40.91 | 40.07 | 36.98 | 39.50 | 41.14 | 37.53 | 40.09 | 41.22 | 41.12 | 40.83 | 39.68 | 39.97 | 37.83 | 39.50 | 40.44 | 38.68 |
| 806 | 372 | 24 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 42.53 | 40.65 | 40.63 | 40.76 | 40.29 | 38.04 | 38.00 | 40.97 | 41.34 | 39.19 | 40.35 | 40.78 | 37.30 | 39.34 | 39.92 | 37.38 | 40.12 | 37.32 | 38.10 | 42.28 | 37.34 | 39.19 | 36.43 | 40.60 | 40.57 | 40.83 |
| 807 | 372 | 24 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 37.66 | 39.99 | 42.36 | 40.28 | 42.87 | 41.72 | 43.49 | 39.82 | 40.27 | 39.70 | 40.08 | 42.64 | 41.73 | 41.98 | 40.40 | 37.80 | 39.41 | 39.91 | 40.07 | 40.38 | 39.38 | 39.24 | 40.14 | 40.10 | 40.35 | 40.28 |
| 836 | 372 | 24 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 40.66 | 40.69 | 40.36 | 40.51 | 42.18 | 42.47 | 35.83 | 38.85 | 40.05 | 36.48 | 40.08 | 40.90 | 37.37 | 43.09 | 42.57 | 37.55 | 39.64 | 36.54 | 37.60 | 40.91 | 40.21 | 40.62 | 38.10 | 40.64 | 40.12 | 38.18 |
| 837 | 372 | 24 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 40.67 | 40.38 | 42.89 | 40.20 | 40.75 | 41.35 | 35.66 | 39.98 | 39.27 | 41.56 | 40.78 | 39.96 | 37.83 | 39.95 | 42.12 | 36.60 | 40.15 | 40.56 | 41.98 | 40.72 | 39.99 | 39.02 | 38.42 | 40.75 | 40.23 | 40.67 |
| 838 | 372 | 24 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 40.05 | 41.84 | 40.66 | 40.35 | 40.39 | 40.91 | 41.93 | 43.16 | 40.80 | 39.59 | 38.04 | 40.83 | 38.05 | 39.65 | 40.67 | 37.27 | 39.83 | 32.14 | 38.12 | 42.34 | 39.99 | 39.38 | 40.12 | 40.11 | 40.53 | 40.66 |
| 839 | 372 | 24 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 38.12 | 40.52 | 37.73 | 40.68 | 40.32 | 40.80 | 37.82 | 42.01 | 41.94 | 39.85 | 36.26 | 40.90 | 40.81 | 39.92 | 39.94 | 37.57 | 37.29 | 40.69 | 37.82 | 42.22 | 39.99 | 34.59 | 39.83 | 40.83 | 39.80 | 40.74 |
| 868 | 372 | 24 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.03 | 88.91 | 91.59 | 88.31 | 91.05 | 88.56 | 87.76 | 88.51 | 85.88 | 88.65 | 90.34 | 87.07 | 89.55 | 87.84 | 89.59 | 89.51 | 91.13 | 88.76 | 88.33 | 87.75 | 92.10 | 86.71 | 91.37 | 87.42 | 89.66 | 89.19 |
| 869 | 372 | 24 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.80 | 88.31 | 90.34 | 90.65 | 90.85 | 89.08 | 89.81 | 87.54 | 85.32 | 86.66 | 91.08 | 88.99 | 90.96 | 89.27 | 87.54 | 88.34 | 92.26 | 88.06 | 89.62 | 89.60 | 91.01 | 87.19 | 90.28 | 87.57 | 88.64 | 87.23 |
| 870 | 372 | 24 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.16 | 89.61 | 90.46 | 89.24 | 90.74 | 90.01 | 90.09 | 88.12 | 88.25 | 89.29 | 88.58 | 89.29 | 88.03 | 87.73 | 90.97 | 89.44 | 91.06 | 89.82 | 88.52 | 90.40 | 90.62 | 91.93 | 90.36 | 87.88 | 91.75 | 88.02 |
| 871 | 372 | 24 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.34 | 91.11 | 90.74 | 88.52 | 90.26 | 83.82 | 91.25 | 89.52 | 87.88 | 88.77 | 89.88 | 89.60 | 85.46 | 89.26 | 89.68 | 90.03 | 88.37 | 90.08 | 89.29 | 88.23 | 88.82 | 89.57 | 91.45 | 88.87 | 88.61 | 85.57 |
| 900 | 372 | 24 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.66 | 89.31 | 89.44 | 88.59 | 90.56 | 86.59 | 90.10 | 90.79 | 89.79 | 91.08 | 89.34 | 87.12 | 89.65 | 91.74 | 89.94 | 90.24 | 89.83 | 90.64 | 87.55 | 88.43 | 91.27 | 88.52 | 93.77 | 93.23 | 89.43 | 90.53 |
| 901 | 372 | 24 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.87 | 89.25 | 90.85 | 91.07 | 90.80 | 91.07 | 90.76 | 90.35 | 89.87 | 87.99 | 88.29 | 89.14 | 90.48 | 91.15 | 89.58 | 89.79 | 91.74 | 91.17 | 89.23 | 89.59 | 91.76 | 90.71 | 90.16 | 88.93 | 88.22 | 88.76 |
| 902 | 372 | 24 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.94 | 90.68 | 90.76 | 89.48 | 90.04 | 90.01 | 88.43 | 91.33 | 89.09 | 90.24 | 91.68 | 87.83 | 90.32 | 91.33 | 87.06 | 89.37 | 90.37 | 90.18 | 89.21 | 88.47 | 90.57 | 89.72 | 93.35 | 88.59 | 89.61 | 88.32 |
| 903 | 372 | 24 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 91.03 | 89.97 | 89.83 | 90.08 | 91.81 | 88.16 | 91.40 | 88.67 | 89.35 | 91.27 | 89.29 | 89.98 | 90.10 | 90.18 | 90.38 | 89.27 | 91.50 | 90.07 | 93.69 | 89.86 | 92.07 | 90.59 | 90.24 | 89.26 | 90.92 | 88.79 |
| 932 | 372 | 24 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.76 | 91.40 | 90.60 | 91.02 | 92.81 | 90.50 | 90.57 | 88.78 | 90.29 | 89.13 | 91.25 | 89.65 | 90.23 | 91.18 | 91.55 | 90.50 | 89.49 | 89.91 | 88.44 | 91.36 | 88.98 | 90.25 | 94.06 | 90.29 | 89.82 | 87.29 |
| 933 | 372 | 24 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.19 | 89.53 | 91.28 | 91.49 | 89.53 | 91.03 | 90.00 | 93.23 | 89.79 | 91.27 | 91.04 | 89.86 | 89.85 | 90.79 | 90.16 | 91.08 | 92.29 | 85.66 | 86.79 | 85.61 | 89.97 | 89.08 | 90.28 | 89.99 | 89.60 | 87.81 |
| 934 | 372 | 24 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.25 | 91.32 | 91.82 | 90.82 | 88.87 | 90.94 | 91.74 | 91.13 | 89.92 | 89.97 | 90.09 | 89.61 | 90.64 | 89.38 | 90.07 | 91.72 | 91.79 | 89.80 | 93.20 | 90.85 | 90.26 | 89.24 | 91.37 | 86.53 | 88.69 | 90.36 |
| 935 | 372 | 24 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.68 | 91.91 | 87.73 | 89.18 | 91.73 | 90.76 | 90.02 | 89.21 | 91.45 | 90.21 | 90.65 | 90.54 | 89.04 | 89.35 | 89.00 | 91.21 | 89.43 | 88.98 | 92.69 | 90.64 | 88.91 | 89.36 | 87.63 | 90.90 | 90.16 | 89.11 |
| 964 | 372 | 24 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 91.18 | 91.41 | 90.17 | 88.85 | 88.77 | 89.19 | 90.71 | 89.98 | 90.07 | 88.80 | 90.44 | 89.10 | 88.54 | 90.77 | 89.40 | 90.05 | 90.32 | 90.48 | 90.53 | 88.92 | 89.28 | 87.25 | 89.80 | 88.53 | 90.42 | 86.87 |
| 965 | 372 | 24 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.81 | 91.15 | 91.50 | 88.00 | 91.04 | 86.55 | 91.40 | 90.85 | 90.73 | 90.35 | 89.79 | 68.53 | 90.61 | 90.68 | 88.95 | 89.80 | 89.51 | 90.78 | 90.90 | 89.37 | 91.22 | 87.32 | 90.73 | 90.75 | 89.39 | 90.16 |
| 966 | 372 | 24 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 92.20 | 90.42 | 90.34 | 88.48 | 89.55 | 89.14 | 90.22 | 90.87 | 88.46 | 88.54 | 69.24 | 86.94 | 91.13 | 89.84 | 90.40 | 70.12 | 90.70 | 68.40 | 88.57 | 68.68 | 88.57 | 87.73 | 90.64 | 89.34 | 89.16 | 87.05 |
| 967 | 372 | 24 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 91.02 | 91.48 | 90.52 | 89.40 | 91.53 | 85.36 | 89.67 | 88.15 | 88.85 | 89.20 | 89.75 | 88.18 | 87.64 | 90.42 | 88.51 | 88.87 | 89.63 | 89.57 | 91.52 | 90.58 | 87.24 | 87.33 | 91.47 | 89.70 | 88.53 | 86.71 |
| 996 | 372 | 24 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 89.78 | 92.33 | 91.88 | 89.76 | 93.97 | 90.14 | 92.01 | 87.90 | 92.50 | 66.07 | 89.49 | 88.45 | 91.84 | 89.55 | 90.52 | 90.89 | 91.13 | 92.41 | 68.25 | 88.79 | 89.65 | 90.73 | 87.52 | 91.52 | 88.39 | 89.42 |
| 997 | 372 | 24 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.95 | 88.35 | 70.47 | 88.15 | 90.33 | 89.12 | 89.31 | 92.09 | 90.45 | 90.32 | 68.63 | 88.75 | 90.84 | 90.15 | 88.48 | 69.86 | 91.29 | 69.16 | 87.89 | 90.41 | 89.11 | 84.69 | 90.27 | 88.91 | 89.95 | 89.46 |
| 998 | 372 | 24 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.43 | 88.90 | 90.62 | 88.15 | 91.12 | 86.12 | 88.78 | 90.02 | 69.37 | 89.83 | 69.26 | 88.37 | 70.18 | 90.17 | 91.26 | 90.99 | 90.22 | 90.81 | 90.34 | 90.89 | 90.14 | 91.65 | 90.64 | 90.73 | 90.44 | 89.04 |
| 999 | 372 | 24 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 91.08 | 91.69 | 90.98 | 89.83 | 90.03 | 86.90 | 90.00 | 89.18 | 89.49 | 88.66 | 91.91 | 89.82 | 89.25 | 69.00 | 69.32 | 89.04 | 89.95 | 89.79 | 91.08 | 90.43 | 89.96 | 89.59 | 92.87 | 90.73 | 89.94 | 88.35 |
| 1028 | 372 | 24 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 90.11 | 91.41 | 93.45 | 88.28 | 90.21 | 89.79 | 68.91 | 90.06 | 89.62 | 90.21 | 89.48 | 88.29 | 87.94 | 87.65 | 91.21 | 92.25 | 93.12 | 89.38 | 88.11 | 85.43 | 92.19 | 90.64 | 62.24 | 89.23 | 91.64 | 90.22 |
| 1029 | 372 | 24 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 92.26 | 89.19 | 91.01 | 90.77 | 91.24 | 68.04 | 91.23 | 91.47 | 90.33 | 69.03 | 90.42 | 89.01 | 90.43 | 88.74 | 87.09 | 88.13 | 91.03 | 90.50 | 68.52 | 88.52 | 91.51 | 88.84 | 89.51 | 91.05 | 89.58 | 90.49 |
| 1030 | 372 | 24 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 93.36 | 92.37 | 90.03 | 90.33 | 90.69 | 90.35 | 60.21 | 89.69 | 89.18 | 86.83 | 87.93 | 68.57 | 91.71 | 89.58 | 91.48 | 92.32 | 90.46 | 91.78 | 68.72 | 90.54 | 89.59 | 89.11 | 91.56 | 60.75 | 90.85 | 90.32 |
| 1031 | 372 | 24 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 91.24 | 90.83 | 90.91 | 90.57 | 91.98 | 90.50 | 91.09 | 90.25 | 91.48 | 89.89 | 89.79 | 68.92 | 91.00 | 90.98 | 89.23 | 90.14 | 87.59 | 90.98 | 68.16 | 86.51 | 90.32 | 61.62 | 62.75 | 91.82 | 90.83 | 90.15 |
| 1060 | 372 | 24 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 37.69 | 40.53 | 40.69 | 39.66 | 40.30 | 37.31 | 41.15 | 41.34 | 39.57 | 40.13 | 37.11 | 40.91 | 37.68 | 36.81 | 39.75 | 37.40 | 40.76 | 41.73 | 37.87 | 37.19 | 39.18 | 38.96 | 40.65 | 38.68 | 37.58 | 40.53 |
| 1061 | 372 | 24 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 40.55 | 40.65 | 40.50 | 42.31 | 40.82 | 40.76 | 38.07 | 39.81 | 40.14 | 40.09 | 38.38 | 38.12 | 38.10 | 37.80 | 40.18 | 36.67 | 37.42 | 40.05 | 38.10 | 40.21 | 37.77 | 39.17 | 37.87 | 40.38 | 40.51 | 40.80 |
| 1062 | 372 | 24 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 41.54 | 40.36 | 39.92 | 40.24 | 40.28 | 37.46 | 37.37 | 39.97 | 41.94 | 39.72 | 37.97 | 40.66 | 37.53 | 37.41 | 39.90 | 39.68 | 37.44 | 39.44 | 37.62 | 40.89 | 40.53 | 40.39 | 37.77 | 40.76 | 40.26 | 40.53 |
| 1063 | 372 | 24 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 41.04 | 39.84 | 40.71 | 40.55 | 40.69 | 37.69 | 37.95 | 39.83 | 39.70 | 40.42 | 40.11 | 41.93 | 42.55 | 40.02 | 40.09 | 37.42 | 39.97 | 41.61 | 48.84 | 37.42 | 40.51 | 39.40 | 37.45 | 39.93 | 39.68 | 40.70 |
| 1092 | 372 | 24 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 36.07 | 42.36 | 40.23 | 40.69 | 40.78 | 41.24 | 37.77 | 40.05 | 39.04 | 40.27 | 40.63 | 43.38 | 41.64 | 41.57 | 43.61 | 42.04 | 39.93 | 37.09 | 41.25 | 40.60 | 33.34 | 40.67 | 40.18 | 40.63 | 40.62 | 42.15 |
| 1093 | 372 | 24 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 38.12 | 40.26 | 40.80 | 40.71 | 40.19 | 41.00 | 87.37 | 40.85 | 39.46 | 39.96 | 37.81 | 42.07 | 38.38 | 42.89 | 39.82 | 42.77 | 40.17 | 40.74 | 42.28 | 40.78 | 39.94 | 39.86 | 37.81 | 40.79 | 39.84 | 40.38 |
| 1094 | 372 | 24 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 40.16 | 40.65 | 40.35 | 40.10 | 40.80 | 41.28 | 40.06 | 39.41 | 37.08 | 39.69 | 41.59 | 37.86 | 42.81 | 41.36 | 40.84 | 37.94 | 40.09 | 40.86 | 41.43 | 42.66 | 38.68 | 38.63 | 40.64 | 40.24 | 40.30 | 40.64 |
| 1095 | 372 | 24 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 37.80 | 42.87 | 40.64 | 40.66 | 40.66 | 37.80 | 42.15 | 40.76 | 40.10 | 38.87 | 37.64 | 40.90 | 39.30 | 38.69 | 39.85 | 40.91 | 40.08 | 41.58 | 41.32 | 36.43 | 37.05 | 38.94 | 37.49 | 40.50 | 40.78 | 38.58 |
| 1124 | 372 | 24 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 37.72 | 40.00 | 40.78 | 42.43 | 40.07 | 40.77 | 39.70 | 39.09 | 37.18 | 40.15 | 42.08 | 40.92 | 37.56 | 40.78 | 39.94 | 39.89 | 41.77 | 36.78 | 36.97 | 40.91 | 39.76 | 39.99 | 37.61 | 40.10 | 40.76 | 40.40 |
| 1125 | 372 | 24 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 40.21 | 40.25 | 40.55 | 40.66 | 40.30 | 40.82 | 40.70 | 39.25 | 42.85 | 39.79 | 42.66 | 37.68 | 37.26 | 39.54 | 39.84 | 42.51 | 40.01 | 39.35 | 42.39 | 37.68 | 39.87 | 40.25 | 39.23 | 40.79 | 40.64 | 40.81 |
| 1126 | 372 | 24 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 40.43 | 40.52 | 42.05 | 40.53 | 40.39 | 40.37 | 41.52 | 39.64 | 39.30 | 39.11 | 40.78 | 40.53 | 40.52 | 36.24 | 40.65 | 39.20 | 40.12 | 39.83 | 40.51 | 43.01 | 39.74 | 39.40 | 38.00 | 40.67 | 40.04 | 39.82 |
| 1127 | 372 | 24 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 40.39 | 40.24 | 40.63 | 40.68 | 40.30 | 38.23 | 42.29 | 39.66 | 40.03 | 40.84 | 40.09 | 40.16 | 38.21 | 40.14 | 39.79 | 41.15 | 40.51 | 39.81 | 40.63 | 40.80 | 39.64 | 39.94 | 39.86 | 39.78 | 37.68 | 40.25 |
The global mean maximum row:
| mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | average_map | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 870 | 88.65 | 87.19 | 87.74 | 86.61 | 87.03 | 89.14 | 86.99 | 87.82 | 88.33 | 88.18 | 88.22 | 89.68 | 88.38 | 88.18 | 88.69 | 89.25 | 87.29 | 87.14 | 87.85 | 87.58 | 84.69 | 88.83 | 88.22 | 85.68 | 88.46 | 85.73 | 87.751923 |
| 900 | 86.64 | 88.34 | 87.36 | 87.57 | 88.51 | 88.71 | 86.54 | 90.19 | 87.57 | 87.87 | 88.29 | 87.45 | 89.41 | 88.29 | 87.20 | 88.52 | 86.85 | 86.58 | 86.49 | 87.01 | 87.53 | 86.05 | 88.19 | 89.23 | 85.78 | 87.26 | 87.670385 |
| 644 | 88.22 | 86.44 | 86.76 | 88.54 | 89.26 | 88.47 | 88.73 | 86.85 | 88.22 | 87.34 | 88.00 | 87.84 | 88.33 | 89.21 | 86.32 | 89.59 | 86.02 | 88.28 | 88.76 | 87.66 | 83.67 | 86.71 | 88.12 | 85.84 | 88.80 | 86.49 | 87.633462 |
| 964 | 85.60 | 87.81 | 88.58 | 88.49 | 86.86 | 89.31 | 86.69 | 86.88 | 87.32 | 87.81 | 89.45 | 88.82 | 88.16 | 87.85 | 88.14 | 88.09 | 88.08 | 88.51 | 89.14 | 88.79 | 86.44 | 84.83 | 88.09 | 85.42 | 86.29 | 85.90 | 87.590385 |
| 582 | 88.65 | 89.06 | 88.00 | 86.39 | 88.21 | 89.15 | 88.57 | 88.81 | 88.35 | 87.38 | 88.28 | 87.93 | 87.23 | 86.96 | 86.91 | 88.47 | 88.32 | 87.58 | 88.46 | 87.30 | 89.04 | 85.66 | 88.15 | 84.99 | 84.97 | 84.35 | 87.583462 |
| 645 | 87.95 | 86.86 | 87.06 | 87.43 | 87.88 | 88.82 | 88.77 | 87.72 | 88.02 | 85.93 | 88.46 | 87.15 | 86.25 | 86.82 | 87.31 | 88.58 | 87.41 | 87.52 | 89.01 | 88.25 | 87.12 | 86.41 | 88.16 | 86.56 | 88.27 | 86.43 | 87.544231 |
| 933 | 87.43 | 87.17 | 89.43 | 88.27 | 85.49 | 89.49 | 88.63 | 87.28 | 87.76 | 87.08 | 89.71 | 89.93 | 87.04 | 87.99 | 86.00 | 88.33 | 89.00 | 88.83 | 85.14 | 88.85 | 87.52 | 85.90 | 86.30 | 86.22 | 86.64 | 84.38 | 87.531154 |
| 901 | 85.74 | 88.23 | 88.22 | 87.93 | 89.53 | 89.20 | 85.65 | 87.52 | 87.18 | 87.14 | 88.30 | 88.89 | 89.44 | 89.29 | 88.57 | 86.64 | 89.16 | 87.36 | 87.27 | 88.41 | 87.56 | 85.67 | 86.94 | 85.88 | 84.03 | 85.60 | 87.513462 |
| 581 | 88.31 | 87.95 | 86.55 | 87.39 | 88.28 | 88.33 | 86.23 | 88.61 | 87.74 | 87.81 | 89.38 | 87.58 | 87.29 | 87.62 | 87.64 | 88.38 | 87.28 | 87.75 | 89.00 | 89.93 | 86.93 | 85.99 | 85.38 | 86.35 | 85.78 | 85.72 | 87.507692 |
| 869 | 88.26 | 87.65 | 87.52 | 88.20 | 88.97 | 89.07 | 88.63 | 87.68 | 87.13 | 86.21 | 88.70 | 87.37 | 88.06 | 85.97 | 86.02 | 88.08 | 89.44 | 87.00 | 87.22 | 88.30 | 88.19 | 85.27 | 87.66 | 83.91 | 86.80 | 87.34 | 87.486538 |
Model performance on validation data (Mann-Whitney U Test)
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues_mw = []
pvalues_real_mw = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
pvalues_real_mw.append(p_value_mw)
pvalues_mw.append((p_value_mw >= 0.05)*1)
dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw
dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')
max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 868 | 372 | 24 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.14 | 87.92 | 87.72 | 88.14 | 87.96 | 89.75 | 86.53 | 88.46 | 85.67 | 86.47 | 88.60 | 87.63 | 88.79 | 87.20 | 86.99 | 86.73 | 86.91 | 86.59 | 87.69 | 87.35 | 88.27 | 85.50 | 88.82 | 84.75 | 88.81 | 85.62 |
| 869 | 372 | 24 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.26 | 87.65 | 87.52 | 88.20 | 88.97 | 89.07 | 88.63 | 87.68 | 87.13 | 86.21 | 88.70 | 87.37 | 88.06 | 85.97 | 86.02 | 88.08 | 89.44 | 87.00 | 87.22 | 88.30 | 88.19 | 85.27 | 87.66 | 83.91 | 86.80 | 87.34 |
| 870 | 372 | 24 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.65 | 87.19 | 87.74 | 86.61 | 87.03 | 89.14 | 86.99 | 87.82 | 88.33 | 88.18 | 88.22 | 89.68 | 88.38 | 88.18 | 88.69 | 89.25 | 87.29 | 87.14 | 87.85 | 87.58 | 84.69 | 88.83 | 88.22 | 85.68 | 88.46 | 85.73 |
| 871 | 372 | 24 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.31 | 88.82 | 88.64 | 86.39 | 85.51 | 88.88 | 87.53 | 87.41 | 88.06 | 86.87 | 87.08 | 89.88 | 85.02 | 88.85 | 86.15 | 87.87 | 87.49 | 87.50 | 88.41 | 89.63 | 85.92 | 88.11 | 88.58 | 85.28 | 86.97 | 84.09 |
| 964 | 372 | 24 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 85.60 | 87.81 | 88.58 | 88.49 | 86.86 | 89.31 | 86.69 | 86.88 | 87.32 | 87.81 | 89.45 | 88.82 | 88.16 | 87.85 | 88.14 | 88.09 | 88.08 | 88.51 | 89.14 | 88.79 | 86.44 | 84.83 | 88.09 | 85.42 | 86.29 | 85.90 |
| 965 | 372 | 24 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.43 | 88.47 | 87.84 | 87.28 | 87.33 | 88.72 | 89.74 | 87.40 | 87.61 | 87.62 | 88.25 | 75.86 | 88.97 | 87.18 | 87.76 | 87.32 | 87.32 | 87.63 | 89.26 | 89.71 | 87.62 | 85.16 | 86.92 | 88.23 | 86.44 | 87.42 |
| 966 | 372 | 24 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.28 | 88.47 | 87.87 | 87.06 | 88.67 | 87.81 | 87.07 | 86.92 | 86.52 | 87.84 | 74.26 | 89.27 | 88.89 | 88.69 | 88.46 | 74.84 | 89.59 | 74.79 | 86.35 | 75.02 | 86.15 | 86.10 | 88.03 | 86.49 | 87.64 | 85.37 |
| 967 | 372 | 24 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.50 | 87.29 | 86.65 | 87.96 | 87.59 | 87.10 | 87.74 | 88.27 | 87.40 | 87.85 | 87.42 | 87.98 | 87.83 | 86.95 | 88.36 | 88.88 | 87.79 | 87.81 | 89.61 | 89.74 | 85.73 | 84.95 | 87.53 | 85.58 | 87.58 | 84.19 |
| 580 | 372 | 24 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.41 | 87.69 | 86.72 | 86.97 | 87.48 | 89.78 | 87.95 | 87.44 | 88.27 | 87.53 | 88.97 | 88.29 | 87.79 | 87.01 | 88.00 | 88.68 | 87.67 | 88.77 | 86.97 | 89.02 | 87.05 | 84.97 | 84.77 | 84.71 | 86.34 | 86.96 |
| 581 | 372 | 24 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.31 | 87.95 | 86.55 | 87.39 | 88.28 | 88.33 | 86.23 | 88.61 | 87.74 | 87.81 | 89.38 | 87.58 | 87.29 | 87.62 | 87.64 | 88.38 | 87.28 | 87.75 | 89.00 | 89.93 | 86.93 | 85.99 | 85.38 | 86.35 | 85.78 | 85.72 |
| 582 | 372 | 24 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.65 | 89.06 | 88.00 | 86.39 | 88.21 | 89.15 | 88.57 | 88.81 | 88.35 | 87.38 | 88.28 | 87.93 | 87.23 | 86.96 | 86.91 | 88.47 | 88.32 | 87.58 | 88.46 | 87.30 | 89.04 | 85.66 | 88.15 | 84.99 | 84.97 | 84.35 |
| 677 | 372 | 24 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.36 | 87.87 | 87.76 | 88.44 | 88.08 | 89.39 | 85.70 | 86.96 | 73.44 | 87.84 | 86.92 | 74.70 | 88.25 | 88.86 | 89.23 | 87.93 | 87.49 | 89.04 | 88.06 | 89.75 | 85.68 | 84.15 | 86.44 | 85.30 | 88.47 | 86.09 |
| 678 | 372 | 24 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.42 | 89.54 | 88.74 | 86.72 | 87.61 | 88.49 | 88.90 | 88.66 | 88.85 | 86.77 | 88.74 | 87.67 | 88.25 | 87.00 | 88.74 | 87.35 | 86.39 | 87.61 | 74.91 | 88.95 | 88.22 | 87.70 | 86.03 | 85.31 | 86.14 | 86.18 |
| 679 | 372 | 24 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 84.17 | 88.34 | 87.84 | 87.94 | 88.75 | 88.77 | 87.78 | 88.27 | 88.39 | 86.64 | 74.86 | 88.54 | 88.25 | 88.29 | 86.64 | 86.45 | 85.41 | 88.28 | 74.87 | 87.38 | 88.07 | 85.15 | 86.34 | 87.37 | 87.81 | 85.56 |
| 900 | 372 | 24 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 86.64 | 88.34 | 87.36 | 87.57 | 88.51 | 88.71 | 86.54 | 90.19 | 87.57 | 87.87 | 88.29 | 87.45 | 89.41 | 88.29 | 87.20 | 88.52 | 86.85 | 86.58 | 86.49 | 87.01 | 87.53 | 86.05 | 88.19 | 89.23 | 85.78 | 87.26 |
| 901 | 372 | 24 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 85.74 | 88.23 | 88.22 | 87.93 | 89.53 | 89.20 | 85.65 | 87.52 | 87.18 | 87.14 | 88.30 | 88.89 | 89.44 | 89.29 | 88.57 | 86.64 | 89.16 | 87.36 | 87.27 | 88.41 | 87.56 | 85.67 | 86.94 | 85.88 | 84.03 | 85.60 |
| 903 | 372 | 24 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.74 | 87.21 | 88.36 | 86.64 | 87.28 | 86.76 | 88.35 | 86.29 | 87.66 | 87.81 | 87.97 | 89.15 | 88.37 | 86.02 | 87.60 | 86.67 | 88.28 | 89.09 | 88.41 | 87.96 | 88.29 | 85.28 | 85.59 | 86.50 | 87.07 | 87.63 |
| 996 | 372 | 24 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 86.71 | 90.40 | 88.37 | 88.06 | 88.10 | 88.96 | 87.13 | 85.79 | 87.26 | 70.94 | 87.87 | 88.39 | 90.25 | 86.67 | 87.52 | 88.83 | 87.55 | 89.20 | 74.85 | 88.21 | 85.71 | 85.45 | 83.33 | 88.49 | 84.47 | 86.96 |
| 612 | 372 | 24 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.00 | 87.79 | 86.26 | 87.56 | 86.32 | 88.14 | 88.08 | 87.10 | 87.96 | 88.77 | 87.91 | 89.71 | 87.03 | 85.80 | 86.47 | 89.12 | 87.93 | 86.86 | 87.73 | 87.75 | 89.47 | 84.53 | 87.29 | 84.13 | 86.26 | 86.42 |
| 613 | 372 | 24 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.07 | 88.36 | 85.69 | 88.57 | 85.79 | 89.08 | 88.30 | 89.08 | 87.84 | 86.86 | 89.03 | 87.47 | 86.99 | 87.01 | 86.73 | 86.91 | 87.72 | 87.20 | 87.57 | 88.44 | 86.33 | 86.37 | 87.38 | 85.47 | 85.48 | 87.52 |
| 614 | 372 | 24 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.57 | 87.55 | 85.86 | 88.08 | 85.04 | 87.26 | 87.13 | 87.83 | 88.26 | 86.25 | 88.59 | 89.46 | 88.39 | 87.26 | 88.97 | 88.82 | 88.07 | 89.53 | 89.68 | 88.34 | 85.39 | 85.84 | 86.52 | 86.56 | 86.97 | 83.73 |
| 615 | 372 | 24 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.04 | 89.27 | 85.29 | 84.69 | 87.90 | 88.53 | 88.78 | 88.30 | 86.89 | 86.22 | 89.20 | 86.31 | 88.90 | 88.79 | 88.89 | 86.94 | 87.62 | 87.99 | 89.24 | 87.90 | 86.75 | 85.65 | 85.62 | 85.38 | 84.51 | 86.39 |
| 710 | 372 | 24 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.41 | 88.94 | 87.15 | 87.37 | 79.50 | 87.60 | 87.26 | 88.11 | 87.39 | 87.29 | 88.55 | 73.53 | 88.29 | 88.35 | 86.78 | 88.62 | 87.64 | 86.80 | 88.85 | 89.70 | 88.03 | 85.24 | 86.87 | 87.30 | 87.59 | 86.04 |
| 932 | 372 | 24 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 85.79 | 86.75 | 87.76 | 87.70 | 85.45 | 87.43 | 87.89 | 87.04 | 88.22 | 87.85 | 88.44 | 88.95 | 89.09 | 88.04 | 87.31 | 89.38 | 87.72 | 87.42 | 87.36 | 89.38 | 84.02 | 85.00 | 87.66 | 86.78 | 84.76 | 85.09 |
| 933 | 372 | 24 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.43 | 87.17 | 89.43 | 88.27 | 85.49 | 89.49 | 88.63 | 87.28 | 87.76 | 87.08 | 89.71 | 89.93 | 87.04 | 87.99 | 86.00 | 88.33 | 89.00 | 88.83 | 85.14 | 88.85 | 87.52 | 85.90 | 86.30 | 86.22 | 86.64 | 84.38 |
| 934 | 372 | 24 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.94 | 88.16 | 87.83 | 87.68 | 85.82 | 87.78 | 87.08 | 88.37 | 88.37 | 87.16 | 88.57 | 88.06 | 88.99 | 86.52 | 86.80 | 88.73 | 88.22 | 86.93 | 88.84 | 88.51 | 84.79 | 82.95 | 86.59 | 86.98 | 84.67 | 86.22 |
| 935 | 372 | 24 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.08 | 87.96 | 83.15 | 87.71 | 89.00 | 89.84 | 88.37 | 87.17 | 88.39 | 87.71 | 88.98 | 90.74 | 87.84 | 86.60 | 87.73 | 87.10 | 86.95 | 87.40 | 89.21 | 87.72 | 83.69 | 86.95 | 80.07 | 87.45 | 85.64 | 86.18 |
| 644 | 372 | 24 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.22 | 86.44 | 86.76 | 88.54 | 89.26 | 88.47 | 88.73 | 86.85 | 88.22 | 87.34 | 88.00 | 87.84 | 88.33 | 89.21 | 86.32 | 89.59 | 86.02 | 88.28 | 88.76 | 87.66 | 83.67 | 86.71 | 88.12 | 85.84 | 88.80 | 86.49 |
| 645 | 372 | 24 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.95 | 86.86 | 87.06 | 87.43 | 87.88 | 88.82 | 88.77 | 87.72 | 88.02 | 85.93 | 88.46 | 87.15 | 86.25 | 86.82 | 87.31 | 88.58 | 87.41 | 87.52 | 89.01 | 88.25 | 87.12 | 86.41 | 88.16 | 86.56 | 88.27 | 86.43 |
| 646 | 372 | 24 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 85.10 | 87.59 | 87.94 | 87.44 | 87.94 | 87.93 | 87.59 | 87.30 | 87.29 | 86.48 | 89.68 | 89.34 | 86.63 | 87.48 | 87.49 | 87.53 | 87.83 | 89.52 | 88.38 | 87.54 | 83.70 | 84.56 | 88.31 | 85.36 | 85.68 | 84.42 |
| 647 | 372 | 24 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.43 | 89.05 | 85.50 | 87.01 | 86.99 | 89.36 | 88.15 | 87.29 | 87.73 | 86.48 | 88.48 | 88.16 | 88.73 | 88.12 | 88.25 | 87.22 | 88.28 | 86.61 | 87.03 | 85.67 | 87.85 | 85.69 | 86.89 | 85.72 | 85.76 | 86.10 |
| 740 | 372 | 24 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.21 | 86.74 | 87.40 | 89.05 | 86.97 | 88.70 | 87.74 | 87.98 | 88.71 | 88.39 | 89.65 | 75.59 | 88.27 | 87.78 | 87.56 | 87.25 | 88.52 | 88.14 | 86.69 | 75.39 | 84.97 | 85.48 | 56.98 | 85.62 | 57.08 | 86.63 |
Size of the All data: (144, 29)
Size of the Sig data: (32, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 372 | 24 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.03 | 88.91 | 91.59 | 88.31 | 91.05 | 88.56 | 87.76 | 88.51 | 85.88 | 88.65 | 90.34 | 87.07 | 89.55 | 87.84 | 89.59 | 89.51 | 91.13 | 88.76 | 88.33 | 87.75 | 92.10 | 86.71 | 91.37 | 87.42 | 89.66 | 89.19 |
| 9 | 372 | 24 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.80 | 88.31 | 90.34 | 90.65 | 90.85 | 89.08 | 89.81 | 87.54 | 85.32 | 86.66 | 91.08 | 88.99 | 90.96 | 89.27 | 87.54 | 88.34 | 92.26 | 88.06 | 89.62 | 89.60 | 91.01 | 87.19 | 90.28 | 87.57 | 88.64 | 87.23 |
| 0 | 372 | 24 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.16 | 89.61 | 90.46 | 89.24 | 90.74 | 90.01 | 90.09 | 88.12 | 88.25 | 89.29 | 88.58 | 89.29 | 88.03 | 87.73 | 90.97 | 89.44 | 91.06 | 89.82 | 88.52 | 90.40 | 90.62 | 91.93 | 90.36 | 87.88 | 91.75 | 88.02 |
| 16 | 372 | 24 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.34 | 91.11 | 90.74 | 88.52 | 90.26 | 83.82 | 91.25 | 89.52 | 87.88 | 88.77 | 89.88 | 89.60 | 85.46 | 89.26 | 89.68 | 90.03 | 88.37 | 90.08 | 89.29 | 88.23 | 88.82 | 89.57 | 91.45 | 88.87 | 88.61 | 85.57 |
| 3 | 372 | 24 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 91.18 | 91.41 | 90.17 | 88.85 | 88.77 | 89.19 | 90.71 | 89.98 | 90.07 | 88.80 | 90.44 | 89.10 | 88.54 | 90.77 | 89.40 | 90.05 | 90.32 | 90.48 | 90.53 | 88.92 | 89.28 | 87.25 | 89.80 | 88.53 | 90.42 | 86.87 |
| 15 | 372 | 24 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.81 | 91.15 | 91.50 | 88.00 | 91.04 | 86.55 | 91.40 | 90.85 | 90.73 | 90.35 | 89.79 | 68.53 | 90.61 | 90.68 | 88.95 | 89.80 | 89.51 | 90.78 | 90.90 | 89.37 | 91.22 | 87.32 | 90.73 | 90.75 | 89.39 | 90.16 |
| 30 | 372 | 24 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 92.20 | 90.42 | 90.34 | 88.48 | 89.55 | 89.14 | 90.22 | 90.87 | 88.46 | 88.54 | 69.24 | 86.94 | 91.13 | 89.84 | 90.40 | 70.12 | 90.70 | 68.40 | 88.57 | 68.68 | 88.57 | 87.73 | 90.64 | 89.34 | 89.16 | 87.05 |
| 12 | 372 | 24 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 91.02 | 91.48 | 90.52 | 89.40 | 91.53 | 85.36 | 89.67 | 88.15 | 88.85 | 89.20 | 89.75 | 88.18 | 87.64 | 90.42 | 88.51 | 88.87 | 89.63 | 89.57 | 91.52 | 90.58 | 87.24 | 87.33 | 91.47 | 89.70 | 88.53 | 86.71 |
| 13 | 372 | 24 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.40 | 90.74 | 90.11 | 88.84 | 91.07 | 90.05 | 89.10 | 87.68 | 88.40 | 89.45 | 89.34 | 88.11 | 88.81 | 87.32 | 86.00 | 90.82 | 88.75 | 90.02 | 89.48 | 90.56 | 90.43 | 89.06 | 90.02 | 88.34 | 88.02 | 89.27 |
| 8 | 372 | 24 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.94 | 90.10 | 89.41 | 88.63 | 89.89 | 86.69 | 88.24 | 88.70 | 90.15 | 89.67 | 88.59 | 87.82 | 88.00 | 89.20 | 86.99 | 88.21 | 90.80 | 89.64 | 89.14 | 89.73 | 90.16 | 88.55 | 88.69 | 89.70 | 90.00 | 87.48 |
| 4 | 372 | 24 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.20 | 90.81 | 90.29 | 89.12 | 89.91 | 90.29 | 90.79 | 90.37 | 89.15 | 90.19 | 89.86 | 88.36 | 88.30 | 89.06 | 86.13 | 90.14 | 90.82 | 88.08 | 89.92 | 84.95 | 89.76 | 90.32 | 91.52 | 87.21 | 87.27 | 87.01 |
| 27 | 372 | 24 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.59 | 91.53 | 90.64 | 91.64 | 90.53 | 90.09 | 86.68 | 87.81 | 69.96 | 89.84 | 89.47 | 70.02 | 92.02 | 91.43 | 91.06 | 90.23 | 90.66 | 92.24 | 89.52 | 89.86 | 87.92 | 87.94 | 90.30 | 88.48 | 89.71 | 86.39 |
| 25 | 372 | 24 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.20 | 91.70 | 91.76 | 90.11 | 89.00 | 87.22 | 93.21 | 88.42 | 89.86 | 89.61 | 89.88 | 88.98 | 90.47 | 88.82 | 89.14 | 90.04 | 90.06 | 89.95 | 67.79 | 88.36 | 91.32 | 90.58 | 89.43 | 89.58 | 87.99 | 88.49 |
| 28 | 372 | 24 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 85.24 | 88.56 | 91.02 | 90.77 | 89.95 | 87.83 | 91.54 | 89.39 | 89.53 | 88.50 | 69.81 | 89.28 | 89.86 | 90.00 | 91.01 | 88.44 | 88.25 | 91.23 | 69.71 | 88.15 | 88.55 | 87.07 | 89.26 | 88.84 | 90.46 | 90.36 |
| 1 | 372 | 24 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.66 | 89.31 | 89.44 | 88.59 | 90.56 | 86.59 | 90.10 | 90.79 | 89.79 | 91.08 | 89.34 | 87.12 | 89.65 | 91.74 | 89.94 | 90.24 | 89.83 | 90.64 | 87.55 | 88.43 | 91.27 | 88.52 | 93.77 | 93.23 | 89.43 | 90.53 |
| 7 | 372 | 24 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.87 | 89.25 | 90.85 | 91.07 | 90.80 | 91.07 | 90.76 | 90.35 | 89.87 | 87.99 | 88.29 | 89.14 | 90.48 | 91.15 | 89.58 | 89.79 | 91.74 | 91.17 | 89.23 | 89.59 | 91.76 | 90.71 | 90.16 | 88.93 | 88.22 | 88.76 |
| 11 | 372 | 24 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 91.03 | 89.97 | 89.83 | 90.08 | 91.81 | 88.16 | 91.40 | 88.67 | 89.35 | 91.27 | 89.29 | 89.98 | 90.10 | 90.18 | 90.38 | 89.27 | 91.50 | 90.07 | 93.69 | 89.86 | 92.07 | 90.59 | 90.24 | 89.26 | 90.92 | 88.79 |
| 29 | 372 | 24 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 89.78 | 92.33 | 91.88 | 89.76 | 93.97 | 90.14 | 92.01 | 87.90 | 92.50 | 66.07 | 89.49 | 88.45 | 91.84 | 89.55 | 90.52 | 90.89 | 91.13 | 92.41 | 68.25 | 88.79 | 89.65 | 90.73 | 87.52 | 91.52 | 88.39 | 89.42 |
| 18 | 372 | 24 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.06 | 89.84 | 91.45 | 89.96 | 89.79 | 88.82 | 90.68 | 91.53 | 90.22 | 90.14 | 89.55 | 90.03 | 90.35 | 91.07 | 89.90 | 90.72 | 92.46 | 90.32 | 90.23 | 91.17 | 92.73 | 89.86 | 91.41 | 89.49 | 91.09 | 89.37 |
| 19 | 372 | 24 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.11 | 88.86 | 90.31 | 90.33 | 88.80 | 87.55 | 91.60 | 89.94 | 90.02 | 90.37 | 90.70 | 89.15 | 89.78 | 91.15 | 89.70 | 89.70 | 90.40 | 88.94 | 89.79 | 91.20 | 91.63 | 88.63 | 91.32 | 89.87 | 88.99 | 90.34 |
| 14 | 372 | 24 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.52 | 90.44 | 89.62 | 90.77 | 88.56 | 88.54 | 88.13 | 89.05 | 89.88 | 91.12 | 90.30 | 90.28 | 91.38 | 90.02 | 90.57 | 89.85 | 89.71 | 90.76 | 93.26 | 90.66 | 89.83 | 88.95 | 91.75 | 90.91 | 88.73 | 87.76 |
| 21 | 372 | 24 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.81 | 92.72 | 88.77 | 88.07 | 89.92 | 90.75 | 90.10 | 89.92 | 88.93 | 88.56 | 92.28 | 89.17 | 91.10 | 92.06 | 90.62 | 89.47 | 91.43 | 89.41 | 89.98 | 87.57 | 88.92 | 88.23 | 90.02 | 88.63 | 85.99 | 89.51 |
| 26 | 372 | 24 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.73 | 91.04 | 90.43 | 89.28 | 82.46 | 89.56 | 91.65 | 90.41 | 90.04 | 89.89 | 91.87 | 68.53 | 90.07 | 93.37 | 87.59 | 91.20 | 91.77 | 90.73 | 91.75 | 90.15 | 90.93 | 89.06 | 92.35 | 91.00 | 91.59 | 87.63 |
| 22 | 372 | 24 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.76 | 91.40 | 90.60 | 91.02 | 92.81 | 90.50 | 90.57 | 88.78 | 90.29 | 89.13 | 91.25 | 89.65 | 90.23 | 91.18 | 91.55 | 90.50 | 89.49 | 89.91 | 88.44 | 91.36 | 88.98 | 90.25 | 94.06 | 90.29 | 89.82 | 87.29 |
| 6 | 372 | 24 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.19 | 89.53 | 91.28 | 91.49 | 89.53 | 91.03 | 90.00 | 93.23 | 89.79 | 91.27 | 91.04 | 89.86 | 89.85 | 90.79 | 90.16 | 91.08 | 92.29 | 85.66 | 86.79 | 85.61 | 89.97 | 89.08 | 90.28 | 89.99 | 89.60 | 87.81 |
| 20 | 372 | 24 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.25 | 91.32 | 91.82 | 90.82 | 88.87 | 90.94 | 91.74 | 91.13 | 89.92 | 89.97 | 90.09 | 89.61 | 90.64 | 89.38 | 90.07 | 91.72 | 91.79 | 89.80 | 93.20 | 90.85 | 90.26 | 89.24 | 91.37 | 86.53 | 88.69 | 90.36 |
| 23 | 372 | 24 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.68 | 91.91 | 87.73 | 89.18 | 91.73 | 90.76 | 90.02 | 89.21 | 91.45 | 90.21 | 90.65 | 90.54 | 89.04 | 89.35 | 89.00 | 91.21 | 89.43 | 88.98 | 92.69 | 90.64 | 88.91 | 89.36 | 87.63 | 90.90 | 90.16 | 89.11 |
| 2 | 372 | 24 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 92.27 | 89.77 | 92.89 | 89.40 | 90.98 | 91.80 | 90.96 | 88.59 | 91.02 | 87.16 | 90.91 | 88.73 | 92.65 | 89.79 | 88.80 | 90.93 | 88.81 | 89.15 | 90.85 | 90.34 | 89.55 | 91.29 | 92.92 | 90.60 | 91.85 | 89.21 |
| 5 | 372 | 24 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.56 | 90.56 | 91.78 | 90.50 | 89.14 | 87.57 | 91.53 | 87.84 | 91.17 | 87.45 | 90.37 | 90.00 | 90.66 | 91.06 | 91.07 | 90.44 | 90.23 | 90.19 | 92.29 | 88.93 | 88.71 | 89.16 | 91.78 | 90.76 | 90.76 | 88.51 |
| 24 | 372 | 24 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.73 | 91.34 | 91.28 | 90.76 | 91.23 | 89.47 | 90.46 | 90.10 | 90.79 | 90.32 | 93.85 | 90.06 | 87.95 | 90.78 | 91.49 | 90.73 | 92.04 | 90.10 | 90.61 | 90.45 | 90.43 | 88.43 | 92.87 | 89.29 | 89.96 | 88.26 |
| 17 | 372 | 24 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 93.05 | 92.21 | 88.11 | 89.20 | 92.75 | 87.36 | 88.68 | 91.08 | 91.67 | 89.14 | 91.38 | 90.66 | 91.33 | 92.01 | 88.85 | 90.72 | 92.54 | 89.10 | 89.92 | 88.30 | 91.55 | 89.72 | 93.10 | 90.96 | 91.73 | 89.89 |
| 31 | 372 | 24 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 91.43 | 89.56 | 91.28 | 91.83 | 90.35 | 90.25 | 92.08 | 91.11 | 92.57 | 92.47 | 89.41 | 69.52 | 92.89 | 87.42 | 90.33 | 90.50 | 91.28 | 87.30 | 87.10 | 68.78 | 88.67 | 90.43 | 61.12 | 90.26 | 61.49 | 91.78 |
Size of the test data: (32, 34)
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_6 | 88.617188 | 0.809860 |
| mAP_valid_abs_values_13 | 88.106250 | 1.038689 |
| mAP_valid_abs_values_2 | 88.027500 | 0.887854 |
| mAP_valid_abs_values_17 | 87.726250 | 0.900637 |
| mAP_valid_abs_values_8 | 87.712500 | 0.869527 |
| mAP_valid_abs_values_7 | 87.694375 | 0.974080 |
| mAP_valid_abs_values_11 | 87.650312 | 3.501887 |
| mAP_valid_abs_values_16 | 87.596875 | 2.494508 |
| mAP_valid_abs_values_14 | 87.582813 | 0.952810 |
| mAP_valid_abs_values_4 | 87.540000 | 0.853834 |
| mAP_valid_abs_values_15 | 87.538438 | 0.915850 |
| mAP_valid_abs_values_20 | 87.535625 | 3.376235 |
| mAP_valid_abs_values_18 | 87.414375 | 2.462362 |
| mAP_valid_abs_values_9 | 87.306250 | 2.614707 |
| mAP_valid_abs_values | 87.298750 | 1.199488 |
| mAP_valid_abs_values_3 | 87.298750 | 1.244940 |
| mAP_valid_abs_values_5 | 87.221875 | 1.851649 |
| mAP_valid_abs_values_19 | 86.822187 | 4.044623 |
| mAP_valid_abs_values_12 | 86.791250 | 4.670484 |
| mAP_valid_abs_values_10 | 86.762187 | 2.971360 |
| mAP_valid_abs_values_21 | 86.574688 | 1.619805 |
| mAP_valid_abs_values_24 | 86.088750 | 1.210563 |
| mAP_valid_abs_values_26 | 85.937813 | 1.065202 |
| mAP_valid_abs_values_23 | 85.867813 | 5.546763 |
| mAP_valid_abs_values_22 | 85.690625 | 1.133974 |
| mAP_valid_abs_values_25 | 85.561250 | 5.364943 |
We then apply the hyperparameters to the test set and average the results.
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_17 | 90.630938 | 1.212609 |
| mAP_test_abs_values_3 | 90.570000 | 1.109144 |
| mAP_test_abs_values_2 | 90.537500 | 1.159218 |
| mAP_test_abs_values_7 | 90.404375 | 1.402511 |
| mAP_test_abs_values_5 | 90.256250 | 1.897506 |
| mAP_test_abs_values_14 | 90.115313 | 1.412198 |
| mAP_test_abs_values_21 | 90.088125 | 1.354501 |
| mAP_test_abs_values | 90.081250 | 1.577374 |
| mAP_test_abs_values_13 | 89.980312 | 1.584281 |
| mAP_test_abs_values_23 | 89.968437 | 5.485178 |
| mAP_test_abs_values_4 | 89.770938 | 1.100989 |
| mAP_test_abs_values_8 | 89.548125 | 1.373835 |
| mAP_test_abs_values_15 | 89.546562 | 1.440521 |
| mAP_test_abs_values_24 | 89.519688 | 1.419281 |
| mAP_test_abs_values_16 | 89.468750 | 3.633066 |
| average_map | 89.399075 | 1.028445 |
| mAP_test_abs_values_9 | 89.117500 | 3.824785 |
| mAP_test_abs_values_18 | 89.117188 | 4.005651 |
| mAP_test_abs_values_22 | 89.087187 | 1.353989 |
| mAP_test_abs_values_11 | 88.940937 | 5.217186 |
| mAP_test_abs_values_6 | 88.898125 | 1.851478 |
| mAP_test_abs_values_10 | 88.785313 | 4.332459 |
| mAP_test_abs_values_25 | 88.656875 | 5.141439 |
| mAP_test_abs_values_26 | 88.566563 | 1.435238 |
| mAP_test_abs_values_19 | 88.076875 | 6.601491 |
| mAP_test_abs_values_20 | 88.056875 | 5.286436 |
| mAP_test_abs_values_12 | 86.585938 | 6.766759 |
Summary:
Code
def extract_number(text):
if isinstance(text, str):
matches = re.findall(r'\d+', text)
return int(matches[0]) if matches else 1
return 1
res_valid_mwu_24['id'] = res_valid_mwu_24.index.to_series().apply(extract_number)
res_test_mwu_24['id'] = res_test_mwu_24.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid_mwu_24,res_test_mwu_24])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test_mwu_24 = res_test_mwu_24.sort_values(by=['id']).reset_index().query("index !='average_map'")
res_valid_mwu_24 = res_valid_mwu_24.reset_index(drop=True)
res_valid_mwu_24.columns = ['valid_score', 'std', 'id']
res_valid_mwu_24 = res_valid_mwu_24[['valid_score', 'id']]
res_test_mwu_24.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_24 = res_test_mwu_24[['test_score', 'id']]
result_merged_mwu_24 = pd.merge(res_valid_mwu_24,res_test_mwu_24,on='id')
result_merged_mwu_24.sort_values(by=['valid_score'], ascending=False,inplace=True)
result_merged_mwu_24 = result_merged_mwu_24[['id','valid_score','test_score']]
html_table = result_merged_mwu_24.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))| id | valid_score | test_score | |
|---|---|---|---|
| 0 | 6 | 88.617188 | 88.898125 |
| 1 | 13 | 88.106250 | 89.980312 |
| 2 | 2 | 88.027500 | 90.537500 |
| 3 | 17 | 87.726250 | 90.630938 |
| 4 | 8 | 87.712500 | 89.548125 |
| 5 | 7 | 87.694375 | 90.404375 |
| 6 | 11 | 87.650312 | 88.940937 |
| 7 | 16 | 87.596875 | 89.468750 |
| 8 | 14 | 87.582813 | 90.115313 |
| 9 | 4 | 87.540000 | 89.770938 |
| 10 | 15 | 87.538438 | 89.546562 |
| 11 | 20 | 87.535625 | 88.056875 |
| 12 | 18 | 87.414375 | 89.117188 |
| 13 | 9 | 87.306250 | 89.117500 |
| 14 | 1 | 87.298750 | 90.081250 |
| 15 | 3 | 87.298750 | 90.570000 |
| 16 | 5 | 87.221875 | 90.256250 |
| 17 | 19 | 86.822187 | 88.076875 |
| 18 | 12 | 86.791250 | 86.585938 |
| 19 | 10 | 86.762187 | 88.785313 |
| 20 | 21 | 86.574688 | 90.088125 |
| 21 | 24 | 86.088750 | 89.519688 |
| 22 | 26 | 85.937813 | 88.566563 |
| 23 | 23 | 85.867813 | 89.968437 |
| 24 | 22 | 85.690625 | 89.087187 |
| 25 | 25 | 85.561250 | 88.656875 |
Code
#%%
dt_valid = pd.read_csv(f"final paper results/merged_validation_runs_wide_format_abs_30082024_top100_{layer_vsn}.csv")
dt_test = pd.read_csv(f"final paper results/merged_test_runs_wide_format_abs_30082024_top100_{layer_vsn}.csv")
output_size = 16
query = (
"output_size == @output_size "
)
dt_valid = dt_valid.query(query)
dt_test = dt_test.query(query)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 372 | 16 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 84.80 | 24.01 | 81.14 | 81.89 | 81.99 | 72.90 | 84.77 | 84.22 | 85.77 | 83.52 | 81.54 | 83.78 | 85.50 | 84.20 | 85.34 | 85.73 | 83.83 | 85.70 | 84.74 | 73.44 | 81.87 | 74.29 | 83.82 | 54.67 | 82.58 | 53.80 |
| 1 | 372 | 16 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.07 | 81.91 | 80.89 | 82.62 | 82.61 | 83.15 | 84.43 | 85.19 | 85.85 | 81.62 | 86.00 | 74.25 | 81.72 | 82.95 | 81.37 | 84.59 | 82.24 | 86.87 | 86.80 | 73.52 | 84.63 | 82.10 | 80.62 | 81.46 | 83.52 | 54.56 |
| 2 | 372 | 16 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 85.84 | 82.04 | 84.88 | 84.36 | 84.62 | 72.83 | 83.82 | 85.04 | 83.87 | 82.75 | 83.47 | 78.92 | 83.97 | 84.60 | 82.95 | 86.31 | 84.55 | 86.62 | 85.21 | 84.86 | 79.14 | 84.29 | 80.68 | 79.82 | 81.71 | 82.63 |
| 3 | 372 | 16 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 84.19 | 71.61 | 84.23 | 81.66 | 70.01 | 83.60 | 85.91 | 81.45 | 85.45 | 85.54 | 84.45 | 87.78 | 86.27 | 84.86 | 83.78 | 86.58 | 83.63 | 85.65 | 88.03 | 83.97 | 58.27 | 82.62 | 84.42 | 80.94 | 57.21 | 55.55 |
| 32 | 372 | 16 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 84.10 | 82.78 | 81.33 | 84.84 | 80.67 | 83.98 | 85.34 | 81.57 | 85.44 | 80.82 | 73.73 | 84.08 | 24.01 | 83.70 | 83.89 | 83.46 | 80.43 | 81.87 | 87.94 | 84.62 | 84.81 | 84.33 | 81.13 | 84.14 | 85.38 | 81.69 |
| 33 | 372 | 16 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 83.36 | 81.23 | 85.62 | 82.73 | 85.35 | 86.25 | 85.69 | 87.58 | 86.25 | 85.16 | 86.70 | 87.25 | 84.88 | 83.33 | 84.41 | 86.23 | 71.43 | 87.06 | 85.28 | 85.07 | 86.35 | 85.17 | 82.69 | 83.84 | 85.33 | 84.06 |
| 34 | 372 | 16 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 82.12 | 85.80 | 83.83 | 87.12 | 85.61 | 83.96 | 84.04 | 84.40 | 85.88 | 85.92 | 84.95 | 86.97 | 84.77 | 83.85 | 83.68 | 83.18 | 86.81 | 83.59 | 86.26 | 82.61 | 84.56 | 84.60 | 84.96 | 55.09 | 84.11 | 55.44 |
| 35 | 372 | 16 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 83.98 | 85.90 | 85.36 | 82.57 | 71.54 | 85.48 | 84.95 | 85.61 | 86.73 | 86.86 | 87.01 | 84.85 | 85.35 | 80.73 | 86.12 | 85.93 | 82.26 | 85.87 | 88.12 | 80.27 | 83.99 | 82.39 | 79.88 | 84.19 | 81.57 | 84.17 |
| 64 | 372 | 16 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 72.75 | 71.12 | 80.98 | 58.25 | 85.69 | 72.27 | 83.86 | 83.03 | 85.89 | 85.90 | 86.81 | 87.60 | 83.47 | 87.36 | 83.14 | 72.12 | 73.25 | 84.38 | 86.70 | 74.94 | 80.66 | 83.88 | 83.70 | 72.13 | 57.81 | 83.68 |
| 65 | 372 | 16 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 83.96 | 84.97 | 84.97 | 83.86 | 82.17 | 85.00 | 84.04 | 84.93 | 87.66 | 85.18 | 86.28 | 86.92 | 86.50 | 85.99 | 87.62 | 87.69 | 82.27 | 86.92 | 86.58 | 88.33 | 83.81 | 56.12 | 83.76 | 85.34 | 83.24 | 85.04 |
| 66 | 372 | 16 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 84.66 | 24.01 | 85.93 | 83.69 | 79.87 | 87.05 | 87.99 | 83.92 | 86.66 | 86.00 | 86.11 | 74.70 | 87.38 | 81.09 | 82.17 | 87.27 | 85.18 | 86.06 | 84.80 | 85.40 | 57.04 | 83.37 | 82.86 | 83.52 | 87.63 | 83.31 |
| 67 | 372 | 16 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 84.65 | 84.71 | 86.85 | 81.71 | 72.11 | 86.66 | 73.00 | 84.10 | 84.91 | 83.87 | 87.78 | 74.68 | 85.69 | 85.02 | 83.48 | 88.78 | 82.43 | 88.13 | 83.62 | 87.75 | 84.83 | 85.07 | 86.45 | 78.70 | 83.39 | 84.15 |
| 96 | 372 | 16 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 39.14 | 41.89 | 39.72 | 41.93 | 39.60 | 40.31 | 39.84 | 38.90 | 39.45 | 40.31 | 39.47 | 40.13 | 39.90 | 39.36 | 41.31 | 40.08 | 41.55 | 38.65 | 39.18 | 40.17 | 41.03 | 41.01 | 38.62 | 40.26 | 39.90 | 40.77 |
| 97 | 372 | 16 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 40.26 | 41.70 | 38.99 | 39.87 | 39.75 | 24.01 | 40.07 | 41.83 | 80.37 | 39.20 | 40.12 | 42.03 | 39.70 | 24.01 | 41.39 | 40.05 | 40.94 | 39.53 | 40.00 | 40.29 | 40.08 | 39.73 | 37.91 | 40.69 | 41.05 | 41.48 |
| 98 | 372 | 16 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 39.07 | 41.26 | 39.13 | 38.71 | 39.53 | 39.47 | 38.74 | 41.35 | 39.71 | 41.77 | 39.91 | 39.63 | 39.77 | 40.53 | 41.34 | 40.28 | 41.08 | 39.23 | 39.88 | 39.67 | 40.03 | 39.47 | 40.87 | 40.82 | 40.10 | 78.43 |
| 99 | 372 | 16 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 39.50 | 40.83 | 38.92 | 41.42 | 40.07 | 41.00 | 40.12 | 39.70 | 39.73 | 55.17 | 39.39 | 40.46 | 39.77 | 41.54 | 41.70 | 39.51 | 40.52 | 39.66 | 39.46 | 40.56 | 40.10 | 40.15 | 39.43 | 40.00 | 41.35 | 68.61 |
| 128 | 372 | 16 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 39.49 | 39.71 | 39.41 | 40.68 | 39.45 | 38.92 | 40.33 | 41.18 | 39.76 | 81.88 | 39.62 | 41.25 | 39.87 | 41.05 | 40.73 | 38.83 | 39.61 | 38.89 | 49.61 | 47.91 | 40.54 | 40.54 | 38.76 | 40.22 | 41.11 | 40.63 |
| 129 | 372 | 16 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 39.63 | 39.37 | 39.68 | 41.57 | 39.31 | 39.05 | 41.58 | 39.72 | 39.34 | 39.56 | 24.01 | 39.84 | 40.04 | 39.59 | 41.82 | 39.81 | 41.95 | 41.25 | 40.80 | 41.76 | 40.17 | 40.33 | 40.76 | 39.54 | 39.82 | 40.22 |
| 130 | 372 | 16 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 40.10 | 40.94 | 39.19 | 41.39 | 40.13 | 39.97 | 39.69 | 40.09 | 40.02 | 41.69 | 39.68 | 39.94 | 39.79 | 39.85 | 41.81 | 40.10 | 41.56 | 49.19 | 39.72 | 48.63 | 38.99 | 40.34 | 39.90 | 40.96 | 40.23 | 40.79 |
| 131 | 372 | 16 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 39.85 | 39.86 | 39.15 | 40.16 | 39.53 | 39.94 | 39.65 | 39.42 | 83.42 | 24.01 | 40.45 | 41.68 | 38.75 | 39.90 | 39.97 | 40.05 | 41.37 | 39.53 | 50.81 | 39.17 | 40.41 | 39.60 | 39.71 | 40.10 | 40.21 | 41.38 |
| 160 | 372 | 16 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 39.17 | 39.51 | 39.89 | 39.59 | 39.53 | 55.06 | 40.19 | 41.69 | 39.59 | 39.44 | 39.52 | 41.55 | 50.55 | 39.49 | 39.71 | 39.22 | 41.87 | 40.08 | 40.25 | 39.51 | 39.43 | 40.22 | 39.66 | 40.51 | 41.09 | 41.19 |
| 161 | 372 | 16 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 39.91 | 39.41 | 40.04 | 41.69 | 41.69 | 39.27 | 39.86 | 40.72 | 39.87 | 39.63 | 40.14 | 39.87 | 50.67 | 45.88 | 40.09 | 39.88 | 40.74 | 39.56 | 39.17 | 39.96 | 39.59 | 39.96 | 38.62 | 41.39 | 40.03 | 40.85 |
| 162 | 372 | 16 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 39.24 | 41.84 | 39.72 | 39.36 | 39.47 | 39.47 | 39.51 | 41.51 | 39.34 | 41.39 | 39.42 | 39.55 | 39.84 | 39.85 | 41.81 | 39.73 | 40.04 | 39.60 | 39.77 | 40.02 | 39.97 | 40.22 | 40.05 | 40.35 | 40.21 | 40.10 |
| 163 | 372 | 16 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 40.09 | 41.56 | 39.36 | 39.69 | 39.62 | 39.85 | 39.61 | 40.23 | 40.36 | 41.55 | 40.46 | 41.37 | 78.55 | 39.38 | 39.49 | 85.46 | 40.88 | 82.84 | 40.08 | 41.13 | 39.11 | 39.28 | 39.77 | 39.71 | 40.22 | 40.60 |
| 192 | 372 | 16 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 39.72 | 39.32 | 39.13 | 41.12 | 41.41 | 39.65 | 79.76 | 41.87 | 39.73 | 38.63 | 39.83 | 41.12 | 38.89 | 40.93 | 40.65 | 39.75 | 40.61 | 39.08 | 40.46 | 41.80 | 40.91 | 40.29 | 40.62 | 40.93 | 40.07 | 40.99 |
| 193 | 372 | 16 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 40.25 | 39.30 | 41.40 | 41.54 | 41.89 | 39.89 | 40.08 | 40.13 | 40.13 | 40.64 | 39.86 | 40.60 | 55.42 | 39.43 | 40.67 | 39.43 | 39.75 | 39.25 | 40.11 | 39.85 | 38.85 | 39.43 | 41.12 | 41.50 | 40.43 | 40.73 |
| 194 | 372 | 16 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 39.75 | 41.69 | 39.82 | 39.31 | 54.82 | 39.84 | 40.28 | 41.69 | 40.06 | 39.80 | 39.87 | 39.97 | 40.81 | 41.09 | 41.44 | 39.72 | 40.88 | 39.22 | 39.59 | 50.33 | 39.34 | 40.32 | 38.91 | 40.87 | 40.85 | 41.45 |
| 195 | 372 | 16 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 39.00 | 54.21 | 39.90 | 41.54 | 39.65 | 39.97 | 39.95 | 41.37 | 39.99 | 41.69 | 49.09 | 40.14 | 39.79 | 39.24 | 41.23 | 79.21 | 39.68 | 39.53 | 39.66 | 40.44 | 39.14 | 24.01 | 39.26 | 41.01 | 40.83 | 41.27 |
| 224 | 372 | 16 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 39.72 | 39.71 | 39.25 | 41.78 | 40.43 | 40.74 | 40.00 | 40.41 | 39.13 | 40.77 | 39.19 | 41.55 | 39.64 | 40.56 | 40.67 | 79.78 | 38.98 | 84.99 | 40.46 | 40.10 | 39.96 | 39.64 | 24.01 | 40.90 | 40.64 | 41.10 |
| 225 | 372 | 16 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 39.34 | 41.51 | 81.67 | 39.61 | 39.62 | 39.53 | 39.65 | 41.65 | 39.22 | 39.56 | 39.74 | 41.65 | 40.48 | 39.04 | 41.21 | 39.27 | 41.62 | 39.79 | 41.52 | 41.43 | 39.84 | 39.52 | 40.10 | 39.91 | 40.51 | 40.08 |
| 226 | 372 | 16 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 40.05 | 41.55 | 39.41 | 41.52 | 39.33 | 39.63 | 39.86 | 41.06 | 40.22 | 39.98 | 47.73 | 40.18 | 85.07 | 40.48 | 40.09 | 38.41 | 40.74 | 48.77 | 40.33 | 48.97 | 39.85 | 40.54 | 40.09 | 40.43 | 41.26 | 40.83 |
| 227 | 372 | 16 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 39.40 | 39.82 | 39.22 | 41.08 | 39.35 | 39.49 | 40.06 | 39.83 | 39.14 | 39.76 | 41.68 | 86.36 | 40.28 | 39.99 | 41.24 | 39.38 | 40.11 | 39.59 | 49.59 | 39.59 | 37.98 | 40.52 | 39.51 | 39.98 | 41.67 | 40.22 |
| 256 | 372 | 16 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 40.21 | 41.70 | 39.62 | 41.38 | 40.13 | 40.16 | 39.55 | 40.13 | 39.89 | 39.44 | 40.90 | 39.17 | 50.17 | 40.40 | 40.98 | 40.00 | 79.23 | 39.87 | 39.39 | 39.49 | 39.98 | 40.23 | 39.51 | 40.35 | 40.34 | 40.89 |
| 257 | 372 | 16 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 39.38 | 40.35 | 39.15 | 40.75 | 39.35 | 39.50 | 39.64 | 40.71 | 39.39 | 39.22 | 39.87 | 41.81 | 39.73 | 40.28 | 41.82 | 48.37 | 39.71 | 39.85 | 49.21 | 40.08 | 40.53 | 40.08 | 39.77 | 41.96 | 40.35 | 40.55 |
| 258 | 372 | 16 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 39.64 | 40.31 | 39.75 | 40.27 | 39.99 | 39.73 | 39.99 | 40.84 | 41.04 | 39.57 | 39.63 | 41.55 | 39.77 | 39.56 | 40.75 | 40.80 | 39.02 | 39.49 | 39.52 | 41.79 | 39.70 | 39.97 | 39.13 | 40.10 | 40.23 | 40.64 |
| 259 | 372 | 16 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 39.50 | 41.04 | 39.43 | 39.76 | 40.13 | 40.91 | 40.33 | 41.04 | 39.15 | 48.08 | 39.96 | 39.61 | 39.35 | 40.72 | 41.01 | 38.82 | 39.93 | 39.83 | 39.53 | 39.73 | 39.47 | 40.41 | 39.13 | 41.26 | 40.67 | 41.13 |
| 288 | 372 | 16 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 83.87 | 82.11 | 81.91 | 84.20 | 84.13 | 81.27 | 84.75 | 81.66 | 85.31 | 83.31 | 84.19 | 85.78 | 84.50 | 79.38 | 80.97 | 86.57 | 82.75 | 82.11 | 84.86 | 85.21 | 82.60 | 80.37 | 82.94 | 58.27 | 82.21 | 82.94 |
| 289 | 372 | 16 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 84.75 | 82.90 | 83.70 | 83.44 | 84.03 | 84.30 | 84.68 | 85.77 | 85.00 | 84.96 | 81.76 | 85.47 | 85.52 | 84.78 | 82.58 | 85.88 | 84.91 | 84.05 | 85.84 | 85.66 | 85.30 | 84.17 | 54.51 | 82.04 | 83.35 | 83.71 |
| 290 | 372 | 16 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 82.16 | 84.38 | 81.11 | 83.46 | 83.32 | 78.73 | 85.20 | 84.02 | 85.89 | 85.54 | 83.31 | 86.82 | 87.74 | 85.09 | 83.36 | 82.41 | 81.72 | 82.98 | 86.83 | 85.37 | 85.43 | 83.56 | 83.55 | 84.10 | 82.34 | 62.00 |
| 291 | 372 | 16 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 84.24 | 83.78 | 84.03 | 79.94 | 83.53 | 86.17 | 74.31 | 84.47 | 82.44 | 86.20 | 86.66 | 72.47 | 85.89 | 86.00 | 84.96 | 86.56 | 83.59 | 85.96 | 86.99 | 85.18 | 84.56 | 75.63 | 85.34 | 82.05 | 79.83 | 57.16 |
| 320 | 372 | 16 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 82.29 | 84.57 | 83.04 | 84.89 | 80.08 | 73.74 | 72.28 | 84.62 | 82.62 | 85.20 | 87.09 | 84.41 | 86.61 | 83.05 | 83.72 | 82.29 | 82.81 | 85.24 | 84.88 | 83.44 | 76.76 | 81.27 | 80.90 | 80.02 | 83.54 | 54.83 |
| 321 | 372 | 16 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 71.08 | 84.72 | 84.73 | 82.45 | 82.37 | 84.95 | 85.56 | 84.16 | 84.74 | 85.56 | 85.76 | 83.57 | 87.47 | 72.87 | 83.70 | 85.81 | 86.15 | 87.68 | 87.07 | 86.01 | 83.91 | 84.06 | 83.42 | 55.63 | 84.74 | 81.93 |
| 322 | 372 | 16 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 84.75 | 85.37 | 83.51 | 80.62 | 76.48 | 87.02 | 73.61 | 85.15 | 83.61 | 84.47 | 88.83 | 87.32 | 84.42 | 83.23 | 85.38 | 86.65 | 84.49 | 83.33 | 85.93 | 73.68 | 85.87 | 85.60 | 83.85 | 83.45 | 56.15 | 83.11 |
| 323 | 372 | 16 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 83.83 | 81.89 | 84.80 | 84.47 | 86.15 | 85.74 | 84.82 | 86.75 | 86.99 | 83.43 | 74.13 | 74.42 | 84.93 | 84.21 | 84.68 | 85.09 | 85.07 | 85.66 | 86.50 | 87.63 | 84.08 | 84.83 | 57.22 | 83.40 | 84.05 | 84.85 |
| 352 | 372 | 16 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 83.25 | 84.11 | 81.44 | 58.14 | 80.73 | 86.36 | 84.14 | 81.61 | 86.09 | 80.63 | 83.59 | 72.96 | 84.22 | 84.85 | 84.54 | 85.86 | 82.08 | 81.98 | 87.33 | 86.05 | 84.94 | 56.52 | 55.68 | 85.07 | 86.00 | 85.21 |
| 353 | 372 | 16 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 84.55 | 82.63 | 84.34 | 81.81 | 80.97 | 73.47 | 87.12 | 87.68 | 87.32 | 86.99 | 86.21 | 73.21 | 84.97 | 83.84 | 84.68 | 86.23 | 84.61 | 87.17 | 86.82 | 85.60 | 84.93 | 84.43 | 82.69 | 85.48 | 85.37 | 83.03 |
| 354 | 372 | 16 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 83.24 | 82.69 | 83.13 | 83.50 | 84.80 | 83.43 | 83.73 | 83.62 | 87.10 | 84.25 | 73.07 | 82.57 | 86.65 | 85.36 | 86.35 | 84.44 | 84.67 | 87.29 | 86.56 | 75.36 | 84.01 | 81.38 | 82.62 | 82.21 | 84.06 | 82.12 |
| 355 | 372 | 16 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 85.32 | 84.18 | 84.88 | 86.01 | 84.44 | 85.82 | 85.89 | 85.11 | 84.84 | 85.02 | 86.30 | 87.16 | 86.09 | 84.45 | 86.06 | 86.53 | 86.44 | 85.16 | 87.63 | 86.24 | 84.89 | 87.10 | 67.99 | 85.07 | 57.72 | 84.00 |
| 384 | 372 | 16 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 39.39 | 39.36 | 38.82 | 41.76 | 41.85 | 39.90 | 39.06 | 41.56 | 39.43 | 54.95 | 40.09 | 41.90 | 40.04 | 40.96 | 41.12 | 40.88 | 40.71 | 39.67 | 40.00 | 41.41 | 39.91 | 39.48 | 40.42 | 39.70 | 41.03 | 41.18 |
| 385 | 372 | 16 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 39.20 | 41.69 | 39.63 | 39.86 | 39.01 | 41.69 | 40.09 | 39.69 | 39.86 | 49.81 | 39.64 | 41.42 | 40.04 | 38.72 | 41.02 | 39.07 | 41.64 | 40.08 | 39.39 | 40.02 | 40.67 | 40.61 | 53.71 | 41.53 | 41.11 | 41.00 |
| 386 | 372 | 16 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 41.26 | 39.50 | 38.81 | 40.80 | 41.20 | 39.85 | 39.95 | 41.70 | 39.98 | 39.83 | 40.21 | 55.43 | 40.07 | 46.94 | 41.57 | 39.78 | 40.72 | 39.63 | 39.96 | 39.47 | 40.09 | 40.54 | 40.06 | 40.90 | 41.27 | 41.10 |
| 387 | 372 | 16 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 39.17 | 40.27 | 39.07 | 39.67 | 38.99 | 39.47 | 39.61 | 39.76 | 39.59 | 39.52 | 39.38 | 39.88 | 39.41 | 39.90 | 41.09 | 39.89 | 41.01 | 85.66 | 55.17 | 40.31 | 40.49 | 40.55 | 41.08 | 40.94 | 40.10 | 41.40 |
| 416 | 372 | 16 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 39.60 | 48.74 | 41.76 | 41.91 | 39.58 | 39.58 | 40.57 | 41.55 | 40.08 | 55.03 | 39.87 | 42.10 | 39.28 | 38.71 | 41.56 | 39.85 | 40.62 | 39.52 | 41.37 | 39.38 | 54.41 | 40.75 | 39.67 | 41.10 | 40.08 | 41.42 |
| 417 | 372 | 16 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 39.58 | 41.70 | 39.85 | 39.01 | 39.22 | 40.46 | 39.72 | 41.04 | 39.32 | 41.56 | 39.39 | 40.21 | 39.52 | 40.04 | 41.24 | 39.85 | 40.08 | 41.82 | 39.54 | 41.81 | 39.71 | 39.78 | 38.85 | 41.07 | 40.10 | 40.54 |
| 418 | 372 | 16 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 40.12 | 40.14 | 39.47 | 41.38 | 39.55 | 39.87 | 39.22 | 39.90 | 38.87 | 39.31 | 41.03 | 41.37 | 40.01 | 39.30 | 39.64 | 39.42 | 40.67 | 40.20 | 50.13 | 40.79 | 39.96 | 40.09 | 37.69 | 41.10 | 40.27 | 39.97 |
| 419 | 372 | 16 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 39.99 | 40.24 | 39.72 | 39.49 | 41.56 | 39.00 | 39.59 | 41.38 | 41.56 | 40.76 | 39.25 | 40.21 | 49.61 | 39.96 | 40.91 | 39.08 | 39.63 | 39.43 | 39.95 | 82.36 | 39.39 | 38.76 | 38.89 | 41.12 | 41.66 | 40.26 |
| 448 | 372 | 16 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 39.73 | 39.22 | 39.91 | 41.27 | 41.82 | 39.85 | 40.44 | 39.91 | 41.24 | 40.80 | 39.71 | 40.79 | 39.56 | 41.04 | 41.82 | 40.07 | 40.02 | 39.01 | 41.37 | 41.69 | 39.28 | 40.80 | 40.22 | 40.44 | 41.10 | 41.26 |
| 449 | 372 | 16 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 39.99 | 39.15 | 39.24 | 40.59 | 39.24 | 39.72 | 39.99 | 41.01 | 39.79 | 41.21 | 39.37 | 41.55 | 39.65 | 39.42 | 41.12 | 85.47 | 39.86 | 38.87 | 39.58 | 41.37 | 39.40 | 40.79 | 39.96 | 40.22 | 40.41 | 40.54 |
| 450 | 372 | 16 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 39.66 | 39.37 | 41.27 | 41.51 | 39.76 | 39.37 | 40.37 | 41.05 | 40.09 | 39.39 | 39.59 | 39.73 | 38.86 | 39.42 | 41.65 | 86.14 | 40.43 | 40.14 | 39.77 | 39.78 | 39.97 | 39.85 | 40.21 | 41.02 | 40.67 | 40.86 |
| 451 | 372 | 16 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 40.50 | 41.65 | 40.27 | 40.21 | 39.35 | 39.73 | 40.22 | 41.11 | 40.50 | 39.99 | 39.26 | 40.03 | 39.75 | 38.78 | 39.64 | 39.87 | 47.31 | 39.70 | 39.50 | 41.38 | 39.96 | 40.92 | 40.34 | 41.23 | 40.31 | 40.22 |
| 480 | 372 | 16 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 39.47 | 40.47 | 41.42 | 41.26 | 41.68 | 41.04 | 39.91 | 39.76 | 41.91 | 39.60 | 39.76 | 41.35 | 39.33 | 41.55 | 41.88 | 40.10 | 41.96 | 39.38 | 55.43 | 39.71 | 41.21 | 40.64 | 39.61 | 40.43 | 41.11 | 41.24 |
| 481 | 372 | 16 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 39.51 | 42.03 | 39.75 | 41.41 | 39.93 | 39.87 | 40.06 | 41.97 | 39.85 | 39.31 | 39.40 | 49.26 | 39.79 | 39.46 | 40.64 | 39.21 | 40.92 | 39.62 | 40.12 | 39.88 | 39.77 | 40.29 | 39.92 | 40.42 | 40.75 | 39.64 |
| 482 | 372 | 16 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 39.54 | 41.52 | 39.86 | 40.23 | 39.10 | 39.28 | 40.49 | 40.31 | 80.49 | 39.87 | 39.86 | 41.55 | 39.82 | 39.15 | 40.72 | 38.72 | 39.60 | 39.78 | 50.06 | 55.18 | 41.19 | 40.76 | 39.25 | 41.09 | 39.80 | 40.96 |
| 483 | 372 | 16 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 40.13 | 39.97 | 39.57 | 54.67 | 38.83 | 40.20 | 39.89 | 40.59 | 39.30 | 41.56 | 39.73 | 41.66 | 39.73 | 54.16 | 55.18 | 39.85 | 39.24 | 39.76 | 39.97 | 41.43 | 40.61 | 39.96 | 39.78 | 41.54 | 39.97 | 40.99 |
| 512 | 372 | 16 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 54.52 | 39.70 | 39.68 | 41.57 | 39.33 | 39.05 | 40.72 | 40.94 | 48.51 | 39.62 | 39.74 | 41.28 | 87.61 | 47.06 | 40.71 | 39.65 | 40.86 | 41.13 | 50.11 | 54.43 | 39.59 | 40.39 | 40.55 | 40.67 | 39.85 | 39.36 |
| 513 | 372 | 16 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 39.74 | 40.13 | 40.22 | 39.69 | 39.70 | 40.00 | 39.85 | 40.70 | 39.76 | 41.91 | 41.50 | 40.79 | 39.61 | 49.12 | 41.04 | 40.02 | 41.68 | 39.28 | 41.55 | 39.49 | 40.22 | 40.64 | 39.26 | 40.35 | 40.53 | 41.43 |
| 514 | 372 | 16 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 39.95 | 39.76 | 39.47 | 39.41 | 39.35 | 39.59 | 39.64 | 40.33 | 39.21 | 39.52 | 39.49 | 39.29 | 39.90 | 38.65 | 39.77 | 40.74 | 40.92 | 39.18 | 39.27 | 41.41 | 39.40 | 39.96 | 39.37 | 40.70 | 39.24 | 39.97 |
| 515 | 372 | 16 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 40.49 | 40.80 | 39.20 | 39.76 | 40.13 | 39.75 | 40.24 | 42.03 | 84.52 | 40.22 | 39.39 | 39.66 | 40.06 | 41.96 | 41.51 | 39.54 | 39.40 | 39.87 | 39.74 | 40.58 | 40.65 | 40.33 | 40.67 | 47.99 | 40.09 | 40.23 |
| 544 | 372 | 16 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 39.52 | 41.40 | 38.92 | 39.75 | 40.20 | 41.99 | 40.13 | 40.48 | 40.20 | 40.45 | 39.50 | 40.45 | 39.12 | 39.29 | 41.90 | 39.90 | 54.12 | 39.74 | 40.46 | 41.11 | 39.02 | 39.73 | 39.54 | 41.27 | 40.54 | 40.51 |
| 545 | 372 | 16 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 40.20 | 41.52 | 39.48 | 39.38 | 39.99 | 40.35 | 39.98 | 40.94 | 40.10 | 39.98 | 40.61 | 39.40 | 40.13 | 39.26 | 41.17 | 40.13 | 40.00 | 41.37 | 39.62 | 39.92 | 40.10 | 39.60 | 40.79 | 40.79 | 39.72 | 40.71 |
| 546 | 372 | 16 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 48.70 | 39.38 | 39.47 | 38.99 | 39.70 | 39.73 | 39.47 | 41.47 | 40.68 | 38.68 | 49.92 | 39.44 | 49.81 | 38.85 | 40.52 | 80.93 | 41.11 | 39.39 | 40.20 | 39.57 | 40.10 | 40.73 | 39.56 | 39.86 | 40.39 | 40.67 |
| 547 | 372 | 16 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 39.26 | 39.08 | 41.58 | 41.55 | 39.90 | 39.63 | 39.96 | 41.04 | 40.09 | 39.26 | 39.36 | 40.58 | 39.54 | 39.26 | 39.41 | 39.73 | 39.41 | 48.03 | 40.79 | 39.32 | 39.97 | 40.34 | 39.21 | 40.07 | 39.95 | 40.29 |
| 576 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.10 | 88.35 | 86.54 | 89.29 | 87.93 | 74.05 | 87.27 | 87.61 | 87.70 | 87.70 | 88.39 | 86.99 | 88.70 | 86.11 | 88.64 | 88.24 | 72.94 | 74.33 | 88.70 | 87.39 | 85.53 | 86.49 | 86.41 | 86.29 | 86.94 | 87.85 |
| 577 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.54 | 75.03 | 86.81 | 85.65 | 87.73 | 88.83 | 87.24 | 87.38 | 89.03 | 86.43 | 88.57 | 88.10 | 87.86 | 86.99 | 87.34 | 88.29 | 88.18 | 87.36 | 89.26 | 88.10 | 88.54 | 86.54 | 85.61 | 85.24 | 87.42 | 87.27 |
| 578 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.75 | 87.84 | 87.20 | 74.67 | 87.18 | 88.18 | 87.20 | 87.01 | 73.40 | 88.78 | 88.76 | 74.91 | 88.20 | 87.46 | 86.40 | 87.25 | 88.02 | 87.75 | 88.12 | 88.02 | 85.10 | 86.46 | 87.20 | 84.93 | 87.79 | 85.92 |
| 579 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 73.86 | 89.75 | 88.78 | 87.24 | 87.64 | 87.42 | 88.97 | 88.29 | 86.46 | 87.01 | 72.86 | 88.68 | 87.44 | 86.26 | 86.93 | 88.84 | 86.95 | 88.09 | 74.89 | 88.57 | 87.30 | 87.28 | 86.48 | 84.46 | 86.41 | 87.71 |
| 608 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 82.87 | 86.87 | 86.24 | 86.77 | 86.74 | 88.24 | 87.05 | 87.35 | 88.39 | 87.22 | 88.84 | 87.32 | 88.08 | 87.28 | 87.17 | 86.52 | 87.64 | 89.64 | 88.30 | 74.38 | 85.51 | 83.83 | 86.08 | 85.28 | 87.25 | 86.59 |
| 609 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.60 | 73.12 | 72.52 | 87.13 | 88.07 | 88.41 | 85.21 | 72.60 | 88.13 | 73.92 | 88.17 | 73.88 | 72.98 | 87.28 | 73.89 | 89.69 | 88.14 | 87.42 | 88.79 | 74.61 | 85.93 | 83.46 | 87.92 | 83.63 | 86.93 | 85.66 |
| 610 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.17 | 73.28 | 87.75 | 87.59 | 73.26 | 88.79 | 73.37 | 88.29 | 86.02 | 87.49 | 86.98 | 74.64 | 86.62 | 72.59 | 87.38 | 88.76 | 85.72 | 75.13 | 87.64 | 86.35 | 86.12 | 84.18 | 86.25 | 57.16 | 85.40 | 84.45 |
| 611 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.69 | 88.01 | 86.91 | 86.38 | 86.31 | 87.83 | 88.04 | 85.76 | 87.76 | 86.91 | 87.42 | 87.91 | 86.77 | 72.97 | 87.49 | 88.02 | 86.76 | 87.17 | 87.48 | 88.12 | 83.65 | 85.92 | 86.91 | 87.01 | 84.89 | 87.52 |
| 640 | 372 | 16 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.98 | 88.36 | 87.72 | 87.15 | 86.87 | 85.86 | 88.50 | 88.45 | 72.14 | 74.39 | 74.65 | 87.84 | 74.90 | 85.94 | 88.02 | 74.68 | 89.46 | 73.21 | 88.70 | 73.61 | 85.64 | 85.13 | 57.27 | 85.68 | 84.63 | 87.40 |
| 641 | 372 | 16 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.75 | 88.35 | 86.16 | 87.13 | 88.24 | 85.39 | 88.60 | 87.52 | 87.34 | 87.47 | 87.35 | 75.67 | 88.05 | 88.04 | 88.69 | 88.06 | 73.92 | 87.03 | 87.51 | 86.97 | 85.84 | 54.46 | 84.89 | 85.29 | 56.32 | 85.86 |
| 642 | 372 | 16 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.70 | 86.18 | 86.14 | 87.10 | 87.71 | 74.27 | 85.49 | 90.18 | 87.08 | 88.14 | 75.14 | 75.97 | 73.36 | 86.65 | 89.18 | 87.53 | 73.46 | 74.87 | 74.40 | 74.16 | 84.79 | 84.60 | 55.51 | 85.57 | 84.56 | 84.79 |
| 643 | 372 | 16 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.68 | 85.98 | 73.36 | 87.80 | 85.36 | 88.84 | 87.93 | 87.84 | 73.77 | 74.24 | 72.81 | 74.45 | 86.92 | 73.43 | 56.61 | 86.77 | 87.77 | 87.80 | 74.43 | 86.95 | 85.44 | 85.26 | 85.84 | 84.88 | 85.38 | 87.32 |
| 672 | 372 | 16 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 40.98 | 41.81 | 40.69 | 41.05 | 41.80 | 40.35 | 39.49 | 41.11 | 40.39 | 41.27 | 40.86 | 39.80 | 48.31 | 49.59 | 40.87 | 50.11 | 40.97 | 39.05 | 38.85 | 42.32 | 46.57 | 40.57 | 39.14 | 43.77 | 41.63 | 40.29 |
| 673 | 372 | 16 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 41.84 | 41.42 | 41.84 | 47.35 | 41.74 | 41.96 | 39.61 | 41.08 | 38.67 | 41.57 | 48.81 | 48.38 | 38.68 | 40.95 | 40.93 | 39.49 | 41.40 | 47.91 | 42.17 | 41.70 | 40.38 | 40.90 | 39.27 | 40.34 | 41.27 | 41.40 |
| 674 | 372 | 16 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 48.59 | 41.51 | 40.10 | 41.75 | 41.79 | 39.99 | 39.84 | 45.66 | 48.50 | 48.27 | 52.04 | 41.95 | 40.42 | 41.56 | 39.86 | 46.77 | 39.35 | 39.20 | 40.64 | 55.44 | 39.21 | 40.90 | 39.29 | 40.78 | 39.75 | 40.22 |
| 675 | 372 | 16 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 39.48 | 44.61 | 41.22 | 51.55 | 41.71 | 42.12 | 39.15 | 41.51 | 47.07 | 40.77 | 38.10 | 41.42 | 49.08 | 40.56 | 41.38 | 50.34 | 40.41 | 38.06 | 41.46 | 39.65 | 39.13 | 40.32 | 41.03 | 41.10 | 45.56 | 41.44 |
| 704 | 372 | 16 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 46.49 | 40.91 | 41.23 | 41.15 | 41.91 | 40.09 | 39.89 | 47.76 | 39.36 | 41.22 | 48.79 | 48.55 | 46.99 | 40.73 | 41.68 | 49.50 | 47.05 | 38.13 | 48.38 | 39.60 | 39.66 | 39.10 | 45.20 | 40.83 | 45.80 | 41.17 |
| 705 | 372 | 16 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 42.28 | 50.58 | 46.82 | 41.58 | 41.83 | 42.02 | 48.66 | 50.99 | 41.37 | 40.54 | 39.98 | 41.10 | 39.14 | 38.78 | 40.87 | 47.86 | 40.88 | 51.00 | 49.72 | 39.59 | 46.08 | 40.92 | 39.12 | 41.40 | 40.24 | 41.35 |
| 706 | 372 | 16 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 39.67 | 41.93 | 48.76 | 41.54 | 41.69 | 40.45 | 39.62 | 40.94 | 45.63 | 50.54 | 47.45 | 41.51 | 47.00 | 47.04 | 40.33 | 38.78 | 39.76 | 38.71 | 42.36 | 41.73 | 39.50 | 39.29 | 44.78 | 41.74 | 41.50 | 41.15 |
| 707 | 372 | 16 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 40.08 | 41.03 | 41.89 | 41.91 | 41.54 | 41.50 | 39.98 | 40.79 | 50.39 | 49.94 | 40.46 | 43.18 | 50.13 | 40.81 | 41.11 | 40.60 | 41.12 | 40.72 | 42.55 | 48.10 | 40.07 | 44.82 | 41.15 | 40.23 | 40.54 | 41.30 |
| 736 | 372 | 16 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 41.89 | 41.65 | 41.43 | 41.97 | 41.49 | 48.25 | 49.33 | 41.79 | 40.51 | 40.91 | 46.18 | 41.78 | 44.43 | 39.97 | 41.86 | 49.69 | 40.45 | 44.11 | 48.43 | 42.01 | 39.97 | 39.93 | 39.99 | 41.24 | 41.56 | 40.47 |
| 737 | 372 | 16 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 46.59 | 41.78 | 47.44 | 47.46 | 41.62 | 44.58 | 47.61 | 41.25 | 40.98 | 40.70 | 45.63 | 40.33 | 38.43 | 44.87 | 41.01 | 48.62 | 40.73 | 45.95 | 40.91 | 47.45 | 39.61 | 43.81 | 40.10 | 40.88 | 40.88 | 48.95 |
| 738 | 372 | 16 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 39.42 | 48.83 | 40.92 | 41.79 | 42.03 | 40.12 | 46.72 | 47.01 | 41.54 | 46.73 | 42.09 | 39.04 | 47.50 | 49.03 | 41.69 | 39.24 | 41.42 | 48.03 | 47.76 | 39.71 | 41.51 | 40.67 | 46.07 | 41.60 | 40.77 | 40.96 |
| 739 | 372 | 16 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 40.36 | 41.78 | 41.34 | 40.75 | 41.50 | 46.63 | 39.58 | 40.63 | 41.48 | 40.94 | 41.41 | 40.55 | 39.59 | 49.53 | 41.21 | 39.79 | 40.94 | 40.86 | 39.50 | 40.71 | 39.47 | 41.63 | 38.95 | 41.10 | 40.62 | 79.73 |
| 768 | 372 | 16 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 40.43 | 41.97 | 39.84 | 41.31 | 41.84 | 40.02 | 47.39 | 40.99 | 47.96 | 41.59 | 39.84 | 40.10 | 38.90 | 41.78 | 41.13 | 41.24 | 39.23 | 50.59 | 45.24 | 41.92 | 43.15 | 40.57 | 41.52 | 39.33 | 40.06 | 40.51 |
| 769 | 372 | 16 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 39.03 | 42.15 | 50.73 | 41.54 | 40.73 | 39.97 | 40.29 | 40.82 | 41.51 | 40.95 | 39.50 | 42.04 | 38.95 | 38.65 | 41.70 | 39.03 | 41.12 | 40.14 | 38.39 | 41.53 | 39.96 | 40.63 | 40.97 | 41.13 | 40.91 | 49.12 |
| 770 | 372 | 16 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 40.20 | 41.18 | 41.56 | 41.37 | 41.91 | 39.59 | 49.32 | 41.15 | 48.98 | 49.35 | 40.08 | 40.79 | 38.10 | 40.57 | 40.90 | 38.67 | 46.48 | 41.41 | 40.08 | 39.59 | 40.22 | 41.17 | 39.23 | 41.23 | 41.01 | 41.42 |
| 771 | 372 | 16 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 41.76 | 41.30 | 41.87 | 41.57 | 47.07 | 54.43 | 51.82 | 41.57 | 48.91 | 40.27 | 43.45 | 39.78 | 46.98 | 40.85 | 41.06 | 48.27 | 48.38 | 39.12 | 40.05 | 43.02 | 41.39 | 41.28 | 39.26 | 41.28 | 40.74 | 39.12 |
| 800 | 372 | 16 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 49.34 | 41.95 | 48.45 | 41.13 | 41.47 | 40.85 | 41.23 | 39.88 | 41.59 | 47.56 | 40.91 | 41.08 | 39.21 | 40.40 | 40.54 | 48.81 | 39.31 | 38.73 | 47.59 | 46.15 | 40.72 | 79.57 | 41.40 | 41.27 | 40.86 | 41.00 |
| 801 | 372 | 16 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 38.80 | 45.02 | 41.49 | 41.53 | 41.52 | 41.70 | 49.63 | 48.41 | 47.54 | 40.31 | 48.95 | 41.62 | 38.78 | 45.59 | 41.68 | 38.98 | 43.52 | 41.30 | 39.14 | 47.97 | 40.33 | 38.77 | 40.12 | 41.16 | 41.73 | 42.65 |
| 802 | 372 | 16 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 40.61 | 41.38 | 41.52 | 47.15 | 41.81 | 39.46 | 41.68 | 41.03 | 50.31 | 44.74 | 39.73 | 41.42 | 47.86 | 43.59 | 41.37 | 39.06 | 38.87 | 48.44 | 41.12 | 39.97 | 40.30 | 40.54 | 40.02 | 40.47 | 39.98 | 41.29 |
| 803 | 372 | 16 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 40.50 | 41.65 | 41.78 | 41.41 | 41.70 | 40.21 | 46.87 | 48.22 | 46.12 | 47.15 | 40.58 | 42.79 | 48.29 | 41.09 | 41.11 | 40.74 | 49.02 | 49.81 | 49.32 | 40.34 | 39.90 | 40.23 | 39.65 | 40.68 | 38.91 | 41.50 |
| 832 | 372 | 16 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 47.20 | 41.75 | 48.61 | 41.56 | 41.81 | 47.68 | 38.34 | 40.79 | 40.35 | 40.89 | 46.02 | 41.63 | 38.51 | 45.39 | 40.30 | 45.88 | 44.50 | 47.39 | 39.49 | 47.89 | 43.57 | 46.05 | 41.05 | 41.13 | 40.62 | 40.68 |
| 833 | 372 | 16 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 47.48 | 41.77 | 41.83 | 41.36 | 41.96 | 42.05 | 50.01 | 41.16 | 41.20 | 40.44 | 39.46 | 41.11 | 39.86 | 40.83 | 40.99 | 48.70 | 41.16 | 38.76 | 41.82 | 55.23 | 40.09 | 45.40 | 40.10 | 40.67 | 40.54 | 41.15 |
| 834 | 372 | 16 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 48.78 | 40.68 | 40.92 | 41.70 | 47.53 | 39.38 | 39.32 | 41.02 | 41.21 | 41.33 | 40.12 | 39.45 | 38.91 | 40.78 | 41.69 | 38.42 | 42.24 | 44.82 | 41.82 | 41.60 | 40.66 | 41.14 | 40.36 | 41.53 | 39.32 | 41.50 |
| 835 | 372 | 16 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 45.77 | 40.72 | 49.61 | 41.52 | 41.68 | 42.04 | 44.05 | 40.22 | 39.27 | 48.13 | 40.46 | 47.56 | 39.54 | 45.92 | 41.10 | 46.55 | 47.12 | 47.45 | 42.54 | 47.71 | 40.80 | 44.50 | 44.21 | 41.54 | 41.61 | 41.64 |
| 864 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.33 | 87.92 | 87.48 | 88.43 | 87.50 | 89.22 | 87.30 | 86.16 | 87.92 | 86.47 | 88.84 | 88.02 | 88.98 | 87.48 | 86.14 | 86.19 | 85.80 | 75.07 | 87.39 | 88.22 | 87.57 | 86.89 | 87.99 | 85.79 | 86.00 | 85.66 |
| 865 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.31 | 87.78 | 88.65 | 86.71 | 87.78 | 87.54 | 87.06 | 88.74 | 87.71 | 86.94 | 87.49 | 89.14 | 88.03 | 88.88 | 87.91 | 89.02 | 87.96 | 81.03 | 88.39 | 89.55 | 71.34 | 86.70 | 85.85 | 85.19 | 85.80 | 86.35 |
| 866 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.12 | 87.10 | 86.50 | 87.43 | 86.55 | 88.34 | 79.17 | 87.78 | 88.89 | 87.73 | 74.31 | 74.63 | 87.48 | 87.73 | 87.45 | 87.26 | 86.48 | 90.44 | 86.89 | 85.63 | 86.75 | 85.35 | 87.39 | 85.40 | 85.94 | 85.21 |
| 867 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 85.37 | 88.78 | 87.45 | 86.77 | 88.05 | 87.48 | 87.41 | 87.30 | 86.99 | 87.73 | 87.13 | 89.13 | 78.52 | 87.66 | 86.70 | 87.82 | 87.38 | 89.01 | 89.25 | 88.74 | 85.84 | 85.77 | 87.87 | 85.71 | 72.20 | 87.16 |
| 896 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 72.46 | 87.37 | 86.92 | 87.76 | 88.32 | 87.73 | 88.09 | 88.98 | 87.56 | 87.44 | 89.29 | 87.43 | 88.50 | 87.65 | 88.69 | 87.66 | 88.39 | 88.39 | 86.88 | 86.52 | 83.70 | 84.38 | 87.65 | 85.65 | 87.27 | 85.25 |
| 897 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.00 | 86.31 | 86.19 | 87.68 | 74.39 | 86.07 | 86.62 | 87.92 | 86.47 | 88.40 | 88.22 | 74.63 | 87.70 | 72.22 | 86.35 | 89.30 | 89.24 | 88.05 | 85.55 | 87.19 | 84.58 | 84.67 | 85.42 | 86.24 | 85.32 | 86.18 |
| 898 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 85.69 | 87.58 | 87.76 | 86.63 | 86.23 | 74.80 | 73.11 | 87.90 | 87.39 | 88.04 | 74.58 | 73.88 | 75.41 | 86.54 | 72.63 | 86.64 | 73.41 | 85.86 | 74.12 | 89.09 | 71.47 | 85.02 | 87.25 | 85.32 | 86.08 | 86.56 |
| 899 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.27 | 87.05 | 88.12 | 88.09 | 85.34 | 90.20 | 88.23 | 85.85 | 74.61 | 88.25 | 87.33 | 88.37 | 88.30 | 88.56 | 88.88 | 90.04 | 87.72 | 87.92 | 88.23 | 90.22 | 88.11 | 86.61 | 87.58 | 86.93 | 87.11 | 87.86 |
| 928 | 372 | 16 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 73.07 | 89.28 | 88.27 | 84.99 | 87.44 | 88.66 | 87.78 | 86.95 | 87.50 | 88.33 | 87.54 | 87.49 | 73.98 | 86.27 | 86.68 | 74.83 | 86.18 | 88.00 | 88.01 | 75.61 | 86.01 | 85.68 | 83.58 | 55.03 | 56.98 | 55.33 |
| 929 | 372 | 16 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.88 | 87.43 | 85.35 | 87.35 | 87.58 | 87.14 | 86.31 | 88.30 | 89.00 | 88.40 | 71.04 | 88.01 | 88.05 | 86.44 | 87.68 | 87.47 | 87.19 | 87.82 | 88.23 | 88.28 | 86.33 | 54.84 | 85.94 | 54.58 | 59.64 | 83.90 |
| 930 | 372 | 16 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.60 | 87.59 | 85.15 | 88.99 | 86.96 | 88.80 | 87.86 | 86.02 | 72.45 | 73.70 | 88.16 | 88.28 | 74.88 | 86.12 | 88.40 | 89.04 | 85.47 | 88.15 | 87.06 | 88.88 | 56.18 | 84.60 | 85.86 | 85.38 | 84.52 | 86.58 |
| 931 | 372 | 16 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.77 | 87.69 | 85.30 | 84.95 | 88.17 | 88.18 | 85.71 | 87.89 | 89.06 | 73.20 | 86.75 | 87.85 | 89.51 | 86.00 | 85.54 | 87.46 | 86.59 | 86.24 | 74.15 | 88.19 | 85.14 | 84.85 | 85.69 | 54.81 | 84.55 | 87.55 |
| 960 | 372 | 16 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 39.20 | 41.52 | 47.19 | 40.87 | 41.83 | 42.19 | 39.42 | 40.84 | 41.83 | 48.90 | 45.89 | 40.79 | 38.60 | 40.89 | 41.23 | 38.86 | 42.11 | 46.43 | 48.68 | 41.99 | 40.40 | 40.34 | 41.03 | 41.54 | 41.01 | 41.73 |
| 961 | 372 | 16 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 46.79 | 41.11 | 49.08 | 40.67 | 42.03 | 47.95 | 40.60 | 47.16 | 42.35 | 41.18 | 41.93 | 41.40 | 45.00 | 40.84 | 40.18 | 38.99 | 40.11 | 49.27 | 39.68 | 39.16 | 40.87 | 39.88 | 39.41 | 41.49 | 40.88 | 40.64 |
| 962 | 372 | 16 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 40.02 | 49.58 | 47.65 | 41.16 | 41.49 | 41.12 | 39.80 | 40.70 | 48.61 | 47.97 | 38.95 | 41.41 | 39.01 | 40.19 | 40.96 | 47.48 | 40.16 | 49.88 | 41.50 | 41.62 | 40.37 | 40.65 | 45.53 | 41.20 | 40.79 | 39.37 |
| 963 | 372 | 16 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 41.90 | 41.34 | 41.33 | 41.30 | 40.97 | 39.33 | 40.12 | 40.75 | 40.26 | 41.23 | 42.30 | 41.62 | 38.21 | 39.45 | 40.76 | 38.35 | 38.78 | 50.25 | 49.88 | 39.81 | 40.20 | 39.18 | 41.36 | 41.13 | 40.88 | 41.77 |
| 992 | 372 | 16 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 42.10 | 41.60 | 41.36 | 42.10 | 41.65 | 47.15 | 39.85 | 40.24 | 49.16 | 47.23 | 46.25 | 46.28 | 49.72 | 39.62 | 41.83 | 39.27 | 45.85 | 47.58 | 39.40 | 41.60 | 41.55 | 39.31 | 40.43 | 40.32 | 39.51 | 48.36 |
| 993 | 372 | 16 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 39.63 | 41.25 | 49.22 | 41.70 | 42.02 | 41.98 | 48.45 | 40.89 | 48.50 | 41.64 | 42.73 | 47.46 | 48.48 | 49.92 | 39.78 | 39.01 | 39.10 | 39.16 | 48.79 | 39.76 | 39.47 | 41.17 | 42.97 | 41.35 | 41.42 | 41.58 |
| 994 | 372 | 16 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 41.94 | 41.27 | 41.92 | 41.26 | 42.25 | 39.47 | 39.26 | 40.56 | 41.16 | 41.57 | 39.73 | 40.91 | 39.12 | 47.80 | 40.67 | 39.28 | 41.65 | 38.21 | 47.88 | 40.96 | 39.97 | 39.79 | 39.13 | 41.14 | 39.94 | 49.58 |
| 995 | 372 | 16 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 40.36 | 48.09 | 41.75 | 47.43 | 41.73 | 42.23 | 39.97 | 39.90 | 39.53 | 40.70 | 40.46 | 41.69 | 46.75 | 47.50 | 41.02 | 48.86 | 40.75 | 47.05 | 48.94 | 42.03 | 39.97 | 40.68 | 39.46 | 41.54 | 40.33 | 38.74 |
| 1024 | 372 | 16 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 41.89 | 40.72 | 39.84 | 42.06 | 41.38 | 42.05 | 48.90 | 41.09 | 40.35 | 45.13 | 42.60 | 41.98 | 39.00 | 40.71 | 40.27 | 51.21 | 44.05 | 40.23 | 54.82 | 40.55 | 40.99 | 41.50 | 39.35 | 41.74 | 41.29 | 40.47 |
| 1025 | 372 | 16 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 41.73 | 41.49 | 41.86 | 42.05 | 41.42 | 41.83 | 49.83 | 40.21 | 49.25 | 41.82 | 49.90 | 42.03 | 39.58 | 39.68 | 40.98 | 49.47 | 41.64 | 48.90 | 41.56 | 41.47 | 41.32 | 41.25 | 40.10 | 41.44 | 41.00 | 41.74 |
| 1026 | 372 | 16 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 41.05 | 41.65 | 40.02 | 40.61 | 41.22 | 41.36 | 38.99 | 41.16 | 40.90 | 41.89 | 45.51 | 46.03 | 39.13 | 40.74 | 41.00 | 49.18 | 40.78 | 41.15 | 39.68 | 41.82 | 44.65 | 41.52 | 39.08 | 40.60 | 40.65 | 41.40 |
| 1027 | 372 | 16 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 40.30 | 41.78 | 48.36 | 41.80 | 41.42 | 42.18 | 48.29 | 40.36 | 46.86 | 41.41 | 40.46 | 42.43 | 39.77 | 43.68 | 41.79 | 38.06 | 46.52 | 41.65 | 40.34 | 48.88 | 45.26 | 42.84 | 40.20 | 41.53 | 41.50 | 40.80 |
| 1056 | 372 | 16 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 40.45 | 46.35 | 41.34 | 41.68 | 41.98 | 40.36 | 39.59 | 48.30 | 40.41 | 40.85 | 38.92 | 41.39 | 46.77 | 40.57 | 39.49 | 49.64 | 41.68 | 39.72 | 39.89 | 40.55 | 40.55 | 40.59 | 39.20 | 40.67 | 41.01 | 41.16 |
| 1057 | 372 | 16 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 41.81 | 48.24 | 46.85 | 41.51 | 41.55 | 39.54 | 40.14 | 40.97 | 41.74 | 41.67 | 42.24 | 50.57 | 50.07 | 40.74 | 40.21 | 38.78 | 43.10 | 48.55 | 39.79 | 40.09 | 41.32 | 45.35 | 45.03 | 40.21 | 40.98 | 41.10 |
| 1058 | 372 | 16 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 39.85 | 40.35 | 41.15 | 41.39 | 41.75 | 39.61 | 39.25 | 49.08 | 49.37 | 47.78 | 42.23 | 39.76 | 38.32 | 40.85 | 40.72 | 39.07 | 42.00 | 47.17 | 51.05 | 42.01 | 40.35 | 39.13 | 40.30 | 40.87 | 40.66 | 48.45 |
| 1059 | 372 | 16 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 46.89 | 48.16 | 42.03 | 40.76 | 41.95 | 41.80 | 39.75 | 42.04 | 38.69 | 41.58 | 39.39 | 41.56 | 49.41 | 39.10 | 41.09 | 47.74 | 41.71 | 39.32 | 41.43 | 41.69 | 44.08 | 40.17 | 51.35 | 41.73 | 40.34 | 40.10 |
| 1088 | 372 | 16 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 40.50 | 41.66 | 41.52 | 42.12 | 41.44 | 42.04 | 39.30 | 49.30 | 41.02 | 42.10 | 42.04 | 41.74 | 38.87 | 45.34 | 40.72 | 39.75 | 40.80 | 48.35 | 41.88 | 39.77 | 41.01 | 39.89 | 41.23 | 41.41 | 41.42 | 41.60 |
| 1089 | 372 | 16 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 40.61 | 40.30 | 41.91 | 49.11 | 41.06 | 39.66 | 39.80 | 40.35 | 40.23 | 47.05 | 39.82 | 41.89 | 38.95 | 46.61 | 49.53 | 48.30 | 41.71 | 46.59 | 39.77 | 42.17 | 40.22 | 41.18 | 39.68 | 44.95 | 49.77 | 41.37 |
| 1090 | 372 | 16 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 47.91 | 41.72 | 42.26 | 41.15 | 41.49 | 39.27 | 39.07 | 49.18 | 47.49 | 49.10 | 40.91 | 41.76 | 39.71 | 47.11 | 42.04 | 53.56 | 40.93 | 49.16 | 39.54 | 40.94 | 40.74 | 44.54 | 38.93 | 40.86 | 46.88 | 41.56 |
| 1091 | 372 | 16 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 42.14 | 48.06 | 41.25 | 41.57 | 47.43 | 39.21 | 39.84 | 41.01 | 46.34 | 44.60 | 42.03 | 39.86 | 39.36 | 48.54 | 41.68 | 39.59 | 40.75 | 48.29 | 39.97 | 48.92 | 48.17 | 39.89 | 40.93 | 41.44 | 44.40 | 41.23 |
| 1120 | 372 | 16 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 40.08 | 41.73 | 41.89 | 41.56 | 41.90 | 42.02 | 49.33 | 40.79 | 48.55 | 41.55 | 41.90 | 41.51 | 38.98 | 38.70 | 41.90 | 39.01 | 43.16 | 47.12 | 41.79 | 41.90 | 46.44 | 40.40 | 38.15 | 41.53 | 40.43 | 41.47 |
| 1121 | 372 | 16 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 41.56 | 41.00 | 41.84 | 41.27 | 47.37 | 47.02 | 40.04 | 40.56 | 48.86 | 40.98 | 41.89 | 41.42 | 39.12 | 40.56 | 40.67 | 48.07 | 39.13 | 40.62 | 41.77 | 41.60 | 40.34 | 39.70 | 41.29 | 41.53 | 40.44 | 40.60 |
| 1122 | 372 | 16 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 41.68 | 41.93 | 41.54 | 40.75 | 41.69 | 47.22 | 47.01 | 42.90 | 40.96 | 40.82 | 46.79 | 41.83 | 38.89 | 47.89 | 41.02 | 39.45 | 40.94 | 48.01 | 40.07 | 46.90 | 39.75 | 40.96 | 41.36 | 41.25 | 41.94 | 41.67 |
| 1123 | 372 | 16 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 47.83 | 41.69 | 41.24 | 40.97 | 41.91 | 39.21 | 49.22 | 40.88 | 48.62 | 41.81 | 39.50 | 40.59 | 46.89 | 39.93 | 40.99 | 49.11 | 40.94 | 47.35 | 39.62 | 48.28 | 44.87 | 47.63 | 45.24 | 40.22 | 41.69 | 41.12 |
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 372 | 16 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.43 | 24.42 | 87.81 | 87.59 | 88.75 | 68.84 | 90.09 | 88.97 | 90.70 | 88.59 | 83.25 | 86.96 | 90.07 | 91.26 | 89.51 | 90.23 | 90.38 | 91.30 | 88.85 | 68.57 | 88.28 | 80.05 | 89.56 | 61.45 | 90.21 | 59.18 |
| 1 | 372 | 16 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.51 | 86.47 | 89.44 | 87.49 | 88.60 | 86.72 | 89.94 | 92.21 | 91.14 | 81.70 | 89.37 | 69.25 | 85.60 | 88.85 | 86.06 | 88.69 | 86.52 | 91.07 | 91.39 | 69.97 | 91.26 | 90.19 | 88.46 | 85.09 | 89.73 | 59.38 |
| 2 | 372 | 16 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 93.34 | 87.39 | 90.43 | 88.93 | 90.40 | 68.98 | 88.89 | 92.03 | 89.36 | 86.18 | 84.98 | 83.03 | 86.35 | 89.09 | 88.45 | 91.85 | 91.28 | 93.49 | 89.72 | 90.28 | 84.76 | 91.35 | 90.47 | 88.29 | 87.86 | 89.49 |
| 3 | 372 | 16 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.12 | 68.91 | 90.00 | 89.21 | 68.81 | 89.91 | 91.13 | 88.04 | 90.23 | 91.08 | 90.29 | 91.08 | 91.61 | 90.63 | 86.69 | 91.84 | 88.11 | 90.90 | 91.61 | 87.29 | 62.68 | 89.77 | 92.26 | 88.49 | 62.99 | 61.11 |
| 32 | 372 | 16 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.84 | 88.36 | 86.42 | 89.71 | 86.21 | 88.11 | 89.57 | 85.61 | 90.12 | 84.45 | 68.08 | 87.04 | 24.42 | 88.64 | 90.89 | 86.81 | 84.27 | 86.08 | 92.91 | 89.45 | 92.51 | 90.79 | 85.72 | 89.41 | 91.35 | 84.33 |
| 33 | 372 | 16 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 92.33 | 85.25 | 90.96 | 88.99 | 93.33 | 92.04 | 91.48 | 91.00 | 90.63 | 90.11 | 92.30 | 90.87 | 89.76 | 88.35 | 86.03 | 92.82 | 68.25 | 90.33 | 88.97 | 89.89 | 92.50 | 91.77 | 89.62 | 90.56 | 93.55 | 90.00 |
| 34 | 372 | 16 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.03 | 89.51 | 91.34 | 90.93 | 89.77 | 87.41 | 88.51 | 87.89 | 90.07 | 91.31 | 90.54 | 90.36 | 87.47 | 89.26 | 87.13 | 87.78 | 90.31 | 87.56 | 92.70 | 80.84 | 90.51 | 91.70 | 91.11 | 61.16 | 90.58 | 61.13 |
| 35 | 372 | 16 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.61 | 91.21 | 90.97 | 84.20 | 68.93 | 91.85 | 91.20 | 90.35 | 90.40 | 91.27 | 91.70 | 87.63 | 89.97 | 85.82 | 91.31 | 90.97 | 86.28 | 88.20 | 92.31 | 80.66 | 89.34 | 87.07 | 87.18 | 91.29 | 87.51 | 91.38 |
| 64 | 372 | 16 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 69.77 | 68.75 | 85.68 | 61.89 | 92.89 | 67.88 | 85.93 | 87.00 | 89.89 | 90.72 | 89.70 | 89.64 | 89.38 | 90.58 | 86.24 | 68.87 | 69.43 | 87.85 | 88.64 | 69.77 | 88.42 | 89.44 | 89.65 | 69.54 | 61.01 | 89.37 |
| 65 | 372 | 16 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.22 | 89.75 | 92.11 | 85.03 | 84.39 | 84.77 | 89.05 | 90.34 | 91.28 | 90.75 | 89.20 | 90.83 | 91.64 | 90.86 | 90.79 | 90.78 | 85.77 | 90.06 | 90.21 | 92.27 | 87.14 | 60.90 | 89.91 | 90.63 | 87.69 | 90.69 |
| 66 | 372 | 16 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.83 | 24.42 | 90.21 | 88.37 | 86.20 | 90.21 | 92.53 | 86.47 | 90.08 | 90.47 | 90.23 | 69.26 | 92.53 | 85.85 | 86.44 | 90.84 | 88.96 | 91.35 | 89.87 | 89.77 | 63.04 | 87.91 | 87.38 | 89.46 | 91.68 | 87.37 |
| 67 | 372 | 16 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.30 | 88.58 | 90.44 | 84.90 | 69.83 | 89.50 | 69.91 | 87.95 | 88.87 | 89.85 | 92.05 | 70.17 | 89.96 | 87.72 | 87.34 | 93.96 | 87.69 | 91.05 | 87.17 | 91.58 | 90.82 | 91.95 | 91.52 | 85.95 | 89.77 | 91.30 |
| 96 | 372 | 16 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 36.82 | 40.74 | 37.54 | 40.89 | 37.70 | 39.89 | 37.84 | 37.14 | 37.24 | 38.14 | 37.39 | 38.14 | 37.94 | 36.95 | 40.04 | 38.29 | 40.76 | 36.67 | 36.74 | 38.19 | 40.37 | 40.37 | 37.72 | 40.16 | 39.92 | 40.41 |
| 97 | 372 | 16 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 38.23 | 40.69 | 36.79 | 37.60 | 37.56 | 24.42 | 38.15 | 40.98 | 84.60 | 36.66 | 37.93 | 40.90 | 37.68 | 24.42 | 40.67 | 38.13 | 39.96 | 37.52 | 37.72 | 38.54 | 39.91 | 39.56 | 36.54 | 40.21 | 40.43 | 40.61 |
| 98 | 372 | 16 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 36.98 | 40.49 | 36.93 | 36.90 | 36.88 | 37.14 | 36.64 | 40.68 | 37.79 | 40.78 | 38.03 | 37.57 | 38.10 | 39.90 | 40.10 | 38.53 | 40.25 | 37.50 | 37.63 | 38.17 | 39.96 | 39.74 | 40.50 | 40.76 | 39.80 | 81.86 |
| 99 | 372 | 16 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 37.68 | 40.08 | 37.20 | 40.69 | 37.87 | 40.53 | 37.91 | 37.45 | 37.77 | 49.26 | 38.11 | 38.33 | 37.53 | 40.66 | 41.04 | 37.84 | 39.92 | 37.37 | 36.97 | 38.57 | 39.74 | 40.02 | 37.68 | 39.92 | 40.59 | 66.57 |
| 128 | 372 | 16 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 37.44 | 37.61 | 37.31 | 40.05 | 37.07 | 37.84 | 38.51 | 40.27 | 37.69 | 84.46 | 37.59 | 40.62 | 38.38 | 40.01 | 39.64 | 37.56 | 38.03 | 37.37 | 43.27 | 41.44 | 40.11 | 40.09 | 37.77 | 39.73 | 40.41 | 40.03 |
| 129 | 372 | 16 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 37.94 | 36.99 | 37.92 | 40.68 | 37.26 | 37.61 | 40.41 | 38.12 | 37.07 | 37.19 | 24.42 | 38.37 | 37.96 | 38.09 | 40.86 | 39.63 | 40.54 | 40.63 | 40.22 | 40.77 | 40.06 | 39.86 | 40.22 | 39.47 | 39.80 | 39.91 |
| 130 | 372 | 16 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 38.09 | 40.24 | 37.18 | 40.50 | 38.33 | 38.38 | 37.82 | 38.24 | 37.76 | 40.78 | 37.53 | 38.02 | 37.89 | 37.58 | 40.83 | 38.40 | 40.79 | 42.61 | 38.12 | 42.95 | 37.72 | 39.87 | 39.82 | 40.11 | 39.78 | 40.09 |
| 131 | 372 | 16 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 37.92 | 37.92 | 37.82 | 37.61 | 37.24 | 38.23 | 37.95 | 37.42 | 87.79 | 24.42 | 38.18 | 40.80 | 37.29 | 38.38 | 39.67 | 38.24 | 40.53 | 37.50 | 43.34 | 37.71 | 40.10 | 39.33 | 38.14 | 40.05 | 39.88 | 40.45 |
| 160 | 372 | 16 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 37.39 | 37.07 | 37.56 | 37.70 | 37.37 | 48.77 | 38.27 | 40.68 | 38.09 | 37.24 | 37.71 | 40.66 | 43.35 | 37.84 | 38.13 | 37.67 | 40.88 | 37.58 | 40.34 | 37.40 | 38.00 | 40.04 | 39.49 | 40.16 | 40.33 | 40.51 |
| 161 | 372 | 16 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 38.23 | 37.44 | 38.04 | 40.67 | 40.64 | 37.72 | 37.95 | 39.96 | 37.62 | 37.53 | 38.11 | 38.10 | 42.59 | 41.74 | 37.64 | 37.63 | 40.14 | 37.61 | 37.59 | 38.29 | 39.51 | 39.55 | 37.82 | 40.48 | 39.78 | 40.36 |
| 162 | 372 | 16 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 37.90 | 40.65 | 37.94 | 37.37 | 37.52 | 38.08 | 38.12 | 40.50 | 37.52 | 40.38 | 38.34 | 37.85 | 38.07 | 37.98 | 40.54 | 37.70 | 37.83 | 37.70 | 37.70 | 37.64 | 39.65 | 39.80 | 39.83 | 40.01 | 39.81 | 39.64 |
| 163 | 372 | 16 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 38.10 | 40.55 | 37.19 | 38.23 | 37.56 | 38.57 | 38.09 | 38.26 | 38.26 | 40.54 | 40.08 | 40.49 | 82.53 | 37.81 | 38.09 | 88.96 | 40.00 | 83.34 | 38.53 | 40.49 | 39.24 | 39.31 | 39.55 | 40.02 | 39.80 | 40.35 |
| 192 | 372 | 16 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 37.86 | 37.13 | 37.02 | 40.47 | 40.41 | 36.68 | 84.52 | 40.75 | 37.78 | 36.25 | 37.50 | 40.62 | 37.53 | 40.04 | 39.80 | 37.41 | 39.97 | 37.31 | 38.31 | 40.53 | 40.48 | 39.79 | 40.50 | 40.48 | 39.93 | 40.44 |
| 193 | 372 | 16 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 38.09 | 37.58 | 40.78 | 40.68 | 40.80 | 37.39 | 38.36 | 37.98 | 38.12 | 38.55 | 38.36 | 40.09 | 49.29 | 37.56 | 40.18 | 37.81 | 37.86 | 37.41 | 37.96 | 38.28 | 37.96 | 39.39 | 40.44 | 40.64 | 40.22 | 40.26 |
| 194 | 372 | 16 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 37.68 | 40.69 | 37.63 | 37.07 | 49.02 | 38.39 | 38.26 | 40.67 | 37.70 | 37.65 | 38.01 | 37.99 | 38.86 | 40.12 | 40.68 | 37.91 | 39.99 | 37.24 | 38.10 | 43.93 | 39.06 | 40.20 | 37.63 | 40.37 | 40.47 | 40.71 |
| 195 | 372 | 16 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 37.14 | 48.76 | 37.67 | 40.42 | 37.53 | 38.25 | 38.45 | 40.18 | 37.96 | 40.67 | 42.54 | 38.52 | 37.93 | 37.14 | 40.23 | 84.19 | 37.55 | 37.19 | 37.57 | 38.40 | 37.71 | 24.42 | 37.71 | 40.80 | 40.41 | 40.62 |
| 224 | 372 | 16 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 37.80 | 38.08 | 37.94 | 40.80 | 39.61 | 40.38 | 38.12 | 39.87 | 37.84 | 39.86 | 37.81 | 40.83 | 37.74 | 39.97 | 40.39 | 84.69 | 37.31 | 88.89 | 40.07 | 38.08 | 39.95 | 39.73 | 24.42 | 40.17 | 40.10 | 40.62 |
| 225 | 372 | 16 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 37.96 | 40.51 | 86.18 | 37.69 | 37.55 | 37.68 | 37.93 | 40.47 | 37.18 | 37.45 | 38.10 | 40.80 | 38.63 | 37.83 | 40.23 | 38.48 | 40.77 | 37.59 | 40.78 | 40.51 | 39.74 | 39.78 | 39.62 | 39.54 | 40.10 | 39.82 |
| 226 | 372 | 16 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 38.04 | 40.69 | 37.43 | 40.51 | 37.68 | 37.97 | 38.22 | 40.38 | 38.44 | 37.97 | 42.65 | 38.39 | 87.00 | 40.08 | 39.52 | 36.76 | 40.10 | 42.36 | 38.24 | 43.53 | 39.96 | 40.12 | 39.61 | 40.25 | 40.38 | 40.43 |
| 227 | 372 | 16 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 37.59 | 37.34 | 37.09 | 40.09 | 37.18 | 38.11 | 37.98 | 38.92 | 37.19 | 37.70 | 40.80 | 90.07 | 38.44 | 38.11 | 40.48 | 37.97 | 38.36 | 37.76 | 41.91 | 37.96 | 37.17 | 40.20 | 37.91 | 40.07 | 40.46 | 39.92 |
| 256 | 372 | 16 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 38.53 | 40.71 | 38.09 | 40.52 | 37.98 | 38.05 | 37.80 | 37.98 | 38.09 | 37.10 | 40.34 | 37.61 | 43.34 | 39.92 | 40.10 | 37.54 | 84.62 | 37.88 | 37.85 | 38.25 | 39.55 | 39.98 | 38.17 | 39.89 | 39.96 | 40.19 |
| 257 | 372 | 16 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 38.11 | 39.96 | 36.96 | 39.73 | 37.14 | 38.10 | 38.25 | 40.08 | 37.94 | 37.34 | 38.10 | 40.80 | 37.82 | 38.09 | 40.82 | 42.16 | 38.20 | 37.99 | 42.93 | 38.53 | 40.12 | 39.74 | 39.63 | 40.64 | 40.19 | 40.22 |
| 258 | 372 | 16 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 37.45 | 38.20 | 37.82 | 38.11 | 37.97 | 38.14 | 38.13 | 39.95 | 40.32 | 37.31 | 38.10 | 40.77 | 38.12 | 38.11 | 40.02 | 39.65 | 37.41 | 38.10 | 37.87 | 40.66 | 39.53 | 39.64 | 38.21 | 39.97 | 39.81 | 40.09 |
| 259 | 372 | 16 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 37.32 | 40.24 | 36.93 | 37.69 | 37.84 | 40.37 | 38.49 | 40.04 | 37.42 | 41.19 | 38.39 | 38.28 | 38.09 | 40.10 | 40.10 | 37.27 | 37.73 | 37.22 | 37.57 | 37.94 | 39.32 | 39.99 | 38.01 | 40.34 | 40.07 | 40.41 |
| 288 | 372 | 16 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.22 | 89.62 | 88.72 | 88.22 | 89.55 | 87.33 | 89.92 | 85.94 | 90.50 | 89.28 | 89.68 | 88.55 | 89.75 | 86.01 | 86.19 | 91.56 | 84.65 | 84.03 | 88.93 | 90.23 | 90.75 | 85.88 | 90.70 | 59.96 | 88.22 | 86.83 |
| 289 | 372 | 16 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.69 | 89.54 | 91.10 | 87.73 | 90.55 | 90.20 | 88.76 | 89.49 | 89.54 | 90.34 | 82.86 | 86.83 | 90.36 | 91.82 | 88.78 | 90.51 | 90.23 | 88.41 | 89.08 | 88.91 | 90.82 | 91.22 | 60.72 | 86.26 | 90.41 | 91.19 |
| 290 | 372 | 16 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.65 | 89.75 | 87.22 | 88.82 | 90.42 | 83.04 | 91.01 | 88.52 | 90.71 | 91.23 | 89.06 | 91.09 | 93.36 | 90.39 | 85.71 | 86.03 | 86.60 | 88.44 | 91.25 | 91.14 | 91.56 | 89.83 | 89.60 | 89.85 | 83.50 | 64.07 |
| 291 | 372 | 16 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.79 | 88.76 | 90.96 | 86.59 | 89.27 | 90.87 | 70.88 | 90.77 | 90.36 | 93.31 | 91.39 | 68.38 | 91.78 | 91.89 | 91.15 | 90.85 | 91.69 | 91.66 | 91.52 | 90.25 | 91.10 | 79.46 | 91.11 | 88.59 | 85.86 | 61.96 |
| 320 | 372 | 16 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 84.58 | 90.76 | 90.84 | 89.89 | 84.82 | 68.80 | 69.90 | 90.23 | 85.22 | 89.24 | 91.72 | 87.14 | 92.84 | 88.49 | 90.21 | 85.67 | 83.11 | 91.19 | 87.73 | 88.72 | 81.31 | 87.71 | 88.78 | 85.48 | 90.40 | 61.26 |
| 321 | 372 | 16 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 69.92 | 90.11 | 90.00 | 84.80 | 86.56 | 88.53 | 87.28 | 91.56 | 89.57 | 92.55 | 89.75 | 89.81 | 91.39 | 70.76 | 88.41 | 91.63 | 92.46 | 92.09 | 91.40 | 91.81 | 89.77 | 92.53 | 90.18 | 61.59 | 90.90 | 88.49 |
| 322 | 372 | 16 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.00 | 88.16 | 90.33 | 85.47 | 77.73 | 92.24 | 70.60 | 87.08 | 86.72 | 88.55 | 92.28 | 90.03 | 91.54 | 85.98 | 86.64 | 90.49 | 84.64 | 87.45 | 90.66 | 69.38 | 92.51 | 91.26 | 91.11 | 90.19 | 61.37 | 90.60 |
| 323 | 372 | 16 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.09 | 86.34 | 92.38 | 89.69 | 90.95 | 89.78 | 90.29 | 92.01 | 92.86 | 87.32 | 69.67 | 68.06 | 90.50 | 90.59 | 86.41 | 86.23 | 91.28 | 89.48 | 91.99 | 91.91 | 89.43 | 90.94 | 61.05 | 88.74 | 89.87 | 90.61 |
| 352 | 372 | 16 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.13 | 87.42 | 84.42 | 58.55 | 85.09 | 88.98 | 88.20 | 86.54 | 90.43 | 84.54 | 87.39 | 68.48 | 86.12 | 90.67 | 88.58 | 90.58 | 87.77 | 86.58 | 91.40 | 89.72 | 91.15 | 60.79 | 61.16 | 92.12 | 91.20 | 92.33 |
| 353 | 372 | 16 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.51 | 86.91 | 91.19 | 86.80 | 85.98 | 69.25 | 91.27 | 93.96 | 91.53 | 92.17 | 88.66 | 68.28 | 90.67 | 87.21 | 89.48 | 91.12 | 92.04 | 90.66 | 90.94 | 91.30 | 90.40 | 91.38 | 86.06 | 89.65 | 92.56 | 88.73 |
| 354 | 372 | 16 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.13 | 86.49 | 85.89 | 87.11 | 90.01 | 81.25 | 89.18 | 87.39 | 91.18 | 88.84 | 69.46 | 85.09 | 90.87 | 90.13 | 89.37 | 90.17 | 90.98 | 92.22 | 89.92 | 67.98 | 91.03 | 86.03 | 89.84 | 86.64 | 89.99 | 87.59 |
| 355 | 372 | 16 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.34 | 88.75 | 90.57 | 89.46 | 89.35 | 91.83 | 91.54 | 88.43 | 90.03 | 90.62 | 91.65 | 86.94 | 90.16 | 89.98 | 89.91 | 91.58 | 92.37 | 90.23 | 91.10 | 89.73 | 91.55 | 92.94 | 68.70 | 90.74 | 60.52 | 89.54 |
| 384 | 372 | 16 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 37.46 | 37.39 | 36.81 | 40.76 | 40.78 | 37.70 | 37.10 | 40.67 | 37.37 | 49.25 | 38.38 | 40.80 | 38.07 | 40.23 | 39.87 | 40.50 | 40.10 | 37.37 | 37.75 | 40.78 | 39.72 | 39.29 | 40.10 | 39.55 | 40.56 | 40.48 |
| 385 | 372 | 16 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 37.32 | 40.55 | 37.71 | 37.94 | 36.71 | 40.83 | 38.28 | 37.45 | 37.62 | 41.19 | 37.97 | 40.67 | 38.02 | 36.71 | 40.15 | 37.21 | 40.78 | 38.01 | 37.54 | 37.78 | 40.43 | 40.34 | 48.76 | 40.73 | 40.46 | 40.53 |
| 386 | 372 | 16 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 40.52 | 37.20 | 36.45 | 40.21 | 40.23 | 37.99 | 38.65 | 40.81 | 37.98 | 37.78 | 38.42 | 49.26 | 38.12 | 40.40 | 40.82 | 37.60 | 39.87 | 37.49 | 38.40 | 37.38 | 39.80 | 40.24 | 39.98 | 40.15 | 40.66 | 40.47 |
| 387 | 372 | 16 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 37.37 | 37.94 | 37.17 | 37.38 | 36.91 | 37.73 | 38.06 | 37.70 | 37.63 | 37.68 | 37.84 | 38.31 | 37.84 | 38.04 | 40.25 | 38.25 | 40.14 | 88.23 | 49.26 | 38.29 | 39.95 | 40.07 | 40.44 | 40.65 | 39.85 | 40.45 |
| 416 | 372 | 16 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 37.62 | 43.07 | 40.78 | 40.70 | 37.48 | 38.37 | 38.77 | 40.53 | 38.13 | 49.51 | 37.97 | 40.95 | 37.68 | 37.08 | 40.78 | 38.25 | 39.88 | 37.38 | 40.65 | 37.55 | 49.26 | 40.24 | 38.23 | 40.41 | 39.98 | 40.61 |
| 417 | 372 | 16 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 37.96 | 40.70 | 37.96 | 37.40 | 37.22 | 40.11 | 37.99 | 40.10 | 38.10 | 40.69 | 37.98 | 40.07 | 38.06 | 38.39 | 40.48 | 38.13 | 39.52 | 40.80 | 37.49 | 40.66 | 39.43 | 39.62 | 37.66 | 40.73 | 39.77 | 40.13 |
| 418 | 372 | 16 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 37.98 | 38.01 | 37.69 | 40.63 | 37.44 | 38.12 | 37.94 | 37.98 | 36.57 | 36.82 | 40.34 | 40.64 | 38.24 | 37.28 | 38.11 | 37.59 | 39.95 | 38.09 | 43.23 | 40.09 | 39.80 | 39.66 | 36.57 | 40.41 | 39.84 | 39.86 |
| 419 | 372 | 16 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 37.97 | 37.97 | 37.78 | 38.09 | 40.56 | 37.97 | 37.70 | 40.50 | 40.74 | 39.93 | 37.84 | 39.94 | 42.92 | 38.10 | 40.10 | 37.19 | 37.86 | 37.79 | 38.40 | 88.86 | 39.35 | 39.12 | 39.49 | 40.64 | 40.62 | 40.03 |
| 448 | 372 | 16 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 38.24 | 37.19 | 37.98 | 40.66 | 40.65 | 38.37 | 38.95 | 37.70 | 40.60 | 40.23 | 38.41 | 40.38 | 37.58 | 40.36 | 40.62 | 37.85 | 37.99 | 36.58 | 40.49 | 40.79 | 39.60 | 40.27 | 39.80 | 39.92 | 40.30 | 40.49 |
| 449 | 372 | 16 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 37.97 | 37.39 | 37.97 | 40.00 | 37.52 | 38.28 | 38.36 | 39.88 | 37.74 | 40.41 | 37.97 | 40.56 | 37.95 | 37.15 | 40.12 | 91.06 | 38.11 | 37.69 | 38.24 | 40.46 | 39.42 | 40.24 | 39.83 | 40.00 | 39.90 | 40.07 |
| 450 | 372 | 16 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 37.66 | 37.69 | 40.51 | 40.52 | 37.66 | 38.12 | 38.23 | 40.32 | 38.10 | 37.53 | 37.95 | 37.93 | 38.08 | 37.83 | 40.75 | 89.05 | 39.95 | 37.70 | 37.70 | 38.20 | 39.55 | 39.21 | 39.98 | 40.13 | 40.04 | 40.44 |
| 451 | 372 | 16 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 38.25 | 40.53 | 38.20 | 39.51 | 37.19 | 38.13 | 38.66 | 40.12 | 38.27 | 37.97 | 38.11 | 37.77 | 38.08 | 37.43 | 38.14 | 38.09 | 42.25 | 37.24 | 37.97 | 40.36 | 39.65 | 40.10 | 39.75 | 40.47 | 39.86 | 39.95 |
| 480 | 372 | 16 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 37.23 | 38.53 | 40.55 | 40.49 | 40.66 | 40.09 | 38.09 | 37.85 | 41.12 | 37.27 | 37.87 | 40.71 | 37.63 | 40.81 | 40.92 | 38.65 | 40.91 | 37.24 | 49.51 | 37.77 | 40.70 | 40.23 | 39.62 | 39.83 | 40.31 | 40.30 |
| 481 | 372 | 16 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 37.39 | 40.76 | 37.69 | 40.53 | 37.86 | 37.82 | 38.25 | 40.80 | 37.63 | 36.98 | 37.82 | 42.57 | 38.09 | 38.13 | 40.16 | 37.60 | 40.22 | 37.38 | 38.14 | 38.23 | 39.47 | 39.93 | 40.21 | 40.31 | 40.13 | 39.54 |
| 482 | 372 | 16 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 37.40 | 40.51 | 37.61 | 39.54 | 36.99 | 38.10 | 38.55 | 38.30 | 85.52 | 37.63 | 37.80 | 40.79 | 37.57 | 37.11 | 40.07 | 36.86 | 37.24 | 37.70 | 44.39 | 49.15 | 40.40 | 40.26 | 37.85 | 40.58 | 39.99 | 40.23 |
| 483 | 372 | 16 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 38.00 | 37.89 | 37.37 | 49.26 | 36.54 | 37.89 | 37.95 | 39.96 | 37.49 | 40.68 | 38.10 | 40.77 | 38.36 | 48.87 | 49.41 | 38.00 | 37.53 | 38.08 | 38.10 | 40.70 | 40.33 | 39.75 | 39.94 | 40.64 | 39.83 | 40.50 |
| 512 | 372 | 16 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 48.88 | 37.44 | 37.38 | 40.69 | 37.22 | 37.84 | 38.98 | 39.80 | 42.70 | 37.70 | 37.96 | 40.83 | 92.29 | 41.08 | 40.06 | 37.67 | 40.02 | 39.97 | 42.98 | 49.51 | 39.65 | 39.99 | 40.03 | 40.16 | 39.96 | 39.14 |
| 513 | 372 | 16 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 38.24 | 37.97 | 38.10 | 37.30 | 37.30 | 38.15 | 37.59 | 39.96 | 37.29 | 40.78 | 40.62 | 40.35 | 37.61 | 43.07 | 40.35 | 37.43 | 40.80 | 37.23 | 40.80 | 38.14 | 39.83 | 40.13 | 37.98 | 39.81 | 40.32 | 40.60 |
| 514 | 372 | 16 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 38.11 | 37.97 | 37.69 | 37.44 | 37.20 | 38.38 | 38.22 | 37.98 | 37.73 | 37.70 | 37.97 | 37.52 | 38.10 | 37.56 | 37.66 | 40.36 | 40.32 | 37.27 | 37.82 | 40.53 | 39.41 | 39.86 | 38.06 | 40.41 | 38.04 | 39.68 |
| 515 | 372 | 16 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 38.52 | 40.23 | 36.80 | 37.81 | 37.94 | 38.24 | 38.66 | 40.91 | 89.07 | 37.73 | 38.11 | 37.57 | 37.83 | 40.81 | 40.64 | 37.53 | 37.62 | 37.98 | 37.84 | 39.96 | 40.13 | 39.84 | 40.06 | 43.25 | 39.62 | 39.83 |
| 544 | 372 | 16 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 37.41 | 40.51 | 36.82 | 38.12 | 38.21 | 40.91 | 38.54 | 38.09 | 38.38 | 39.97 | 37.97 | 40.04 | 38.12 | 37.40 | 40.89 | 37.84 | 48.32 | 37.56 | 40.08 | 40.49 | 37.90 | 39.64 | 39.50 | 40.75 | 40.07 | 40.03 |
| 545 | 372 | 16 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 38.68 | 40.52 | 37.66 | 37.70 | 37.70 | 38.44 | 38.37 | 39.81 | 38.38 | 37.97 | 39.57 | 38.12 | 38.26 | 37.78 | 40.23 | 38.12 | 37.63 | 40.64 | 38.27 | 37.97 | 39.87 | 39.77 | 40.19 | 40.16 | 39.92 | 40.46 |
| 546 | 372 | 16 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 41.55 | 37.69 | 37.78 | 37.56 | 37.92 | 37.96 | 38.10 | 40.28 | 38.56 | 37.17 | 42.05 | 37.63 | 41.66 | 37.31 | 39.96 | 85.51 | 40.73 | 37.38 | 38.28 | 37.86 | 39.83 | 40.27 | 39.77 | 39.77 | 40.13 | 40.24 |
| 547 | 372 | 16 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 37.97 | 37.70 | 40.69 | 40.68 | 37.69 | 38.07 | 38.65 | 40.36 | 38.24 | 37.41 | 38.11 | 39.95 | 38.39 | 38.12 | 39.24 | 38.10 | 37.81 | 41.77 | 40.34 | 37.96 | 39.99 | 39.84 | 38.27 | 39.68 | 39.92 | 40.04 |
| 576 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.21 | 90.68 | 90.02 | 89.45 | 90.15 | 68.00 | 89.61 | 90.66 | 90.63 | 90.20 | 89.80 | 88.55 | 88.32 | 90.29 | 91.91 | 91.13 | 69.44 | 69.20 | 90.33 | 88.96 | 89.55 | 90.53 | 91.96 | 88.71 | 89.54 | 88.28 |
| 577 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.67 | 72.43 | 90.46 | 89.71 | 90.50 | 89.08 | 88.91 | 89.84 | 90.27 | 88.20 | 88.85 | 90.04 | 90.65 | 89.76 | 88.19 | 92.26 | 92.57 | 91.55 | 88.97 | 87.08 | 90.30 | 88.51 | 89.53 | 89.17 | 88.26 | 88.19 |
| 578 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.63 | 91.39 | 89.98 | 69.56 | 91.79 | 88.77 | 88.44 | 90.48 | 69.87 | 90.03 | 89.61 | 68.27 | 89.99 | 90.08 | 88.97 | 89.38 | 90.10 | 87.65 | 90.47 | 89.89 | 88.57 | 90.66 | 90.70 | 89.75 | 90.11 | 87.98 |
| 579 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 69.13 | 91.98 | 92.49 | 89.76 | 89.92 | 89.48 | 91.14 | 90.48 | 89.03 | 89.58 | 70.07 | 86.94 | 89.26 | 87.07 | 87.59 | 91.07 | 86.39 | 89.00 | 69.35 | 90.41 | 91.32 | 89.43 | 89.43 | 89.52 | 89.94 | 90.66 |
| 608 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.40 | 89.36 | 89.34 | 90.31 | 90.12 | 90.72 | 91.03 | 88.42 | 90.90 | 89.71 | 89.06 | 89.81 | 88.19 | 90.77 | 89.23 | 92.57 | 91.13 | 89.35 | 90.58 | 69.03 | 90.17 | 85.57 | 90.38 | 91.44 | 87.29 | 88.89 |
| 609 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.82 | 69.68 | 70.02 | 89.87 | 91.20 | 87.81 | 88.05 | 70.88 | 91.55 | 70.38 | 91.28 | 69.03 | 69.44 | 90.78 | 69.92 | 91.27 | 89.59 | 88.86 | 89.99 | 69.10 | 87.76 | 86.25 | 90.30 | 89.26 | 89.92 | 89.24 |
| 610 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.70 | 70.16 | 91.02 | 89.86 | 70.04 | 90.70 | 70.12 | 90.19 | 89.56 | 91.33 | 86.83 | 69.32 | 87.60 | 69.14 | 88.76 | 91.55 | 89.00 | 69.74 | 92.02 | 88.75 | 90.45 | 90.09 | 89.72 | 62.08 | 88.85 | 88.54 |
| 611 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.12 | 91.71 | 89.38 | 89.37 | 88.83 | 90.08 | 90.11 | 90.02 | 90.77 | 89.64 | 90.11 | 90.78 | 91.39 | 69.94 | 88.71 | 88.32 | 90.42 | 87.42 | 89.53 | 88.61 | 89.81 | 86.21 | 92.73 | 91.25 | 90.15 | 90.04 |
| 640 | 372 | 16 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 92.73 | 92.19 | 92.11 | 89.69 | 91.10 | 90.26 | 91.39 | 92.29 | 70.42 | 69.68 | 68.99 | 88.13 | 69.72 | 89.93 | 89.37 | 71.01 | 91.99 | 69.22 | 87.76 | 68.67 | 88.67 | 92.18 | 63.11 | 90.09 | 88.98 | 90.60 |
| 641 | 372 | 16 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.09 | 90.19 | 88.20 | 89.36 | 91.58 | 88.57 | 91.11 | 90.74 | 90.64 | 90.20 | 88.15 | 70.25 | 90.22 | 91.21 | 90.83 | 89.98 | 70.46 | 89.34 | 91.32 | 88.34 | 92.11 | 58.97 | 90.31 | 90.94 | 62.95 | 90.93 |
| 642 | 372 | 16 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.00 | 89.01 | 90.33 | 89.91 | 91.72 | 68.94 | 88.20 | 91.35 | 90.75 | 92.20 | 68.17 | 69.15 | 68.75 | 87.84 | 91.21 | 88.31 | 70.39 | 68.46 | 69.33 | 67.39 | 90.78 | 88.99 | 60.96 | 89.95 | 90.86 | 87.81 |
| 643 | 372 | 16 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 92.29 | 88.99 | 69.87 | 89.90 | 89.73 | 86.44 | 92.58 | 90.88 | 70.80 | 70.59 | 70.61 | 68.84 | 90.81 | 70.80 | 59.39 | 90.26 | 90.15 | 90.32 | 69.77 | 89.87 | 90.61 | 91.06 | 93.05 | 88.67 | 89.55 | 91.28 |
| 672 | 372 | 16 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 40.05 | 40.68 | 39.93 | 40.22 | 40.52 | 40.06 | 37.09 | 40.11 | 39.45 | 40.21 | 40.55 | 37.74 | 41.84 | 43.06 | 39.73 | 42.14 | 40.10 | 36.63 | 36.55 | 41.08 | 39.45 | 39.92 | 37.41 | 39.02 | 40.66 | 40.24 |
| 673 | 372 | 16 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 40.69 | 40.33 | 40.51 | 41.56 | 40.44 | 40.80 | 37.82 | 40.08 | 37.03 | 40.42 | 42.95 | 42.46 | 37.18 | 40.10 | 39.96 | 37.40 | 40.47 | 40.97 | 40.49 | 40.81 | 39.77 | 40.05 | 37.58 | 39.98 | 40.66 | 40.70 |
| 674 | 372 | 16 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 41.62 | 40.55 | 39.94 | 40.76 | 40.68 | 38.15 | 37.61 | 39.66 | 42.26 | 40.76 | 44.34 | 40.97 | 39.90 | 40.68 | 39.67 | 40.45 | 38.11 | 37.08 | 38.17 | 49.27 | 39.04 | 40.52 | 37.71 | 40.38 | 38.10 | 39.98 |
| 675 | 372 | 16 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 37.42 | 39.00 | 40.28 | 44.82 | 40.67 | 40.65 | 37.49 | 40.47 | 41.24 | 39.44 | 36.08 | 40.80 | 42.48 | 39.81 | 40.41 | 42.90 | 39.90 | 36.01 | 40.62 | 37.60 | 39.09 | 39.53 | 40.65 | 40.39 | 39.51 | 40.69 |
| 704 | 372 | 16 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 41.31 | 40.20 | 40.48 | 40.33 | 40.79 | 37.60 | 38.27 | 41.19 | 37.20 | 39.86 | 42.16 | 42.35 | 41.07 | 39.99 | 40.84 | 42.14 | 41.53 | 35.56 | 42.07 | 37.25 | 39.62 | 38.92 | 39.95 | 40.10 | 39.89 | 40.44 |
| 705 | 372 | 16 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 40.81 | 42.46 | 41.12 | 40.29 | 40.52 | 40.91 | 41.05 | 43.39 | 40.10 | 39.22 | 38.11 | 40.64 | 37.40 | 37.57 | 40.05 | 41.65 | 40.19 | 42.64 | 42.69 | 37.81 | 39.71 | 39.92 | 37.75 | 40.56 | 39.94 | 40.60 |
| 706 | 372 | 16 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 37.16 | 40.68 | 43.08 | 40.32 | 40.65 | 40.07 | 37.96 | 40.12 | 39.16 | 41.92 | 42.57 | 40.63 | 41.43 | 41.55 | 39.53 | 36.80 | 39.34 | 36.83 | 41.00 | 40.90 | 39.14 | 39.32 | 39.55 | 40.88 | 40.73 | 40.61 |
| 707 | 372 | 16 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 37.94 | 40.26 | 40.63 | 40.79 | 40.30 | 40.63 | 38.22 | 39.75 | 42.96 | 42.81 | 40.07 | 41.39 | 42.03 | 40.24 | 40.13 | 39.76 | 39.96 | 39.84 | 41.11 | 42.65 | 39.48 | 37.80 | 40.74 | 39.99 | 40.24 | 40.79 |
| 736 | 372 | 16 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 40.46 | 40.49 | 40.65 | 40.68 | 40.44 | 40.71 | 41.77 | 40.65 | 39.60 | 39.91 | 41.06 | 40.76 | 39.53 | 39.67 | 36.57 | 42.03 | 39.88 | 39.82 | 42.10 | 40.91 | 39.41 | 39.35 | 40.08 | 40.60 | 40.64 | 39.88 |
| 737 | 372 | 16 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 40.29 | 40.51 | 42.37 | 42.35 | 40.29 | 40.51 | 40.46 | 40.63 | 40.01 | 39.59 | 40.44 | 40.11 | 37.54 | 38.44 | 39.98 | 41.50 | 40.13 | 40.75 | 40.22 | 41.67 | 39.41 | 37.60 | 40.11 | 40.60 | 40.86 | 42.80 |
| 738 | 372 | 16 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 37.23 | 42.67 | 40.08 | 40.54 | 40.65 | 38.09 | 39.86 | 41.26 | 40.54 | 41.08 | 41.41 | 37.54 | 41.44 | 41.23 | 40.52 | 37.69 | 40.65 | 41.26 | 41.05 | 38.06 | 40.80 | 40.06 | 39.46 | 40.64 | 40.37 | 40.36 |
| 739 | 372 | 16 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 37.80 | 40.52 | 40.49 | 39.74 | 40.34 | 40.69 | 38.12 | 39.27 | 40.55 | 39.64 | 40.80 | 40.08 | 37.77 | 43.16 | 40.11 | 38.12 | 40.09 | 39.85 | 37.82 | 40.19 | 39.15 | 40.69 | 37.84 | 40.47 | 40.37 | 85.15 |
| 768 | 372 | 16 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 38.59 | 40.68 | 37.39 | 40.14 | 40.69 | 37.75 | 41.49 | 39.99 | 41.57 | 40.11 | 37.75 | 38.36 | 38.10 | 40.79 | 40.02 | 40.14 | 37.37 | 44.00 | 35.82 | 40.72 | 36.75 | 39.56 | 40.95 | 39.17 | 39.66 | 40.24 |
| 769 | 372 | 16 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 36.80 | 40.65 | 43.25 | 40.66 | 39.47 | 38.08 | 38.56 | 39.81 | 40.46 | 40.10 | 38.10 | 40.91 | 37.07 | 37.42 | 40.53 | 37.28 | 40.24 | 36.27 | 35.55 | 40.66 | 34.07 | 39.97 | 40.05 | 40.64 | 40.23 | 42.31 |
| 770 | 372 | 16 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 37.55 | 40.12 | 40.47 | 40.49 | 40.79 | 38.39 | 41.86 | 40.01 | 41.57 | 41.04 | 37.90 | 40.23 | 37.24 | 39.97 | 40.05 | 37.27 | 40.46 | 40.69 | 38.09 | 38.10 | 39.84 | 40.66 | 37.43 | 40.75 | 40.50 | 40.82 |
| 771 | 372 | 16 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 40.77 | 40.20 | 40.83 | 40.67 | 42.23 | 49.51 | 42.76 | 40.56 | 41.98 | 39.45 | 41.72 | 38.28 | 40.98 | 39.72 | 40.09 | 42.24 | 42.64 | 37.53 | 38.02 | 41.47 | 40.51 | 40.37 | 37.57 | 40.77 | 40.39 | 37.98 |
| 800 | 372 | 16 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 43.00 | 40.66 | 42.29 | 40.51 | 40.30 | 40.27 | 39.56 | 39.31 | 40.45 | 40.65 | 40.35 | 40.63 | 37.56 | 39.85 | 39.80 | 43.00 | 37.73 | 36.54 | 41.03 | 41.11 | 40.29 | 82.87 | 40.64 | 40.77 | 40.28 | 40.58 |
| 801 | 372 | 16 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 35.79 | 40.44 | 40.36 | 40.69 | 40.18 | 40.82 | 43.26 | 41.37 | 43.04 | 39.62 | 42.38 | 40.78 | 37.89 | 40.03 | 40.82 | 37.81 | 37.96 | 40.37 | 37.25 | 42.31 | 39.66 | 38.48 | 40.10 | 40.82 | 40.78 | 41.07 |
| 802 | 372 | 16 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 38.09 | 40.49 | 40.48 | 41.37 | 40.69 | 38.39 | 40.69 | 40.08 | 42.83 | 38.61 | 38.09 | 40.81 | 41.94 | 39.01 | 40.11 | 36.99 | 37.41 | 41.20 | 40.14 | 37.99 | 39.87 | 40.13 | 37.98 | 39.95 | 39.87 | 40.51 |
| 803 | 372 | 16 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 37.75 | 40.38 | 40.79 | 40.33 | 40.69 | 38.25 | 40.34 | 42.33 | 40.59 | 40.41 | 40.07 | 41.42 | 41.73 | 40.30 | 39.94 | 39.90 | 42.46 | 41.92 | 42.33 | 40.08 | 39.63 | 39.87 | 38.12 | 40.19 | 38.61 | 40.67 |
| 832 | 372 | 16 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 41.51 | 40.51 | 42.88 | 40.53 | 40.55 | 41.36 | 36.38 | 39.78 | 39.21 | 39.55 | 40.17 | 40.78 | 37.42 | 40.64 | 39.52 | 41.23 | 37.80 | 41.19 | 37.69 | 40.86 | 37.89 | 40.50 | 40.48 | 40.61 | 40.56 | 41.30 |
| 833 | 372 | 16 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 41.83 | 40.51 | 40.39 | 40.42 | 40.66 | 40.92 | 41.49 | 40.19 | 40.40 | 39.60 | 37.71 | 40.49 | 38.09 | 40.16 | 39.96 | 41.06 | 40.21 | 34.81 | 40.67 | 48.94 | 39.87 | 39.64 | 39.99 | 40.32 | 40.54 | 40.70 |
| 834 | 372 | 16 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 43.77 | 40.02 | 40.08 | 40.66 | 41.28 | 37.12 | 38.38 | 39.86 | 39.97 | 40.09 | 38.10 | 37.96 | 37.75 | 39.93 | 40.68 | 37.27 | 37.09 | 40.11 | 40.81 | 40.75 | 40.10 | 40.70 | 40.07 | 40.80 | 38.07 | 40.79 |
| 835 | 372 | 16 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 40.40 | 39.94 | 43.47 | 40.33 | 40.43 | 40.89 | 38.86 | 39.50 | 37.59 | 41.00 | 40.09 | 41.79 | 37.67 | 42.11 | 39.95 | 40.57 | 41.66 | 42.36 | 41.22 | 41.05 | 40.23 | 39.91 | 38.40 | 40.70 | 40.89 | 40.69 |
| 864 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.88 | 90.62 | 93.30 | 89.94 | 90.23 | 88.44 | 90.82 | 88.58 | 91.29 | 90.18 | 92.19 | 90.00 | 91.49 | 91.72 | 88.74 | 90.84 | 88.01 | 70.37 | 89.48 | 89.11 | 91.03 | 90.88 | 91.86 | 88.23 | 90.42 | 87.83 |
| 865 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.70 | 90.98 | 91.16 | 88.42 | 89.63 | 88.00 | 91.33 | 90.40 | 87.13 | 90.36 | 90.65 | 87.97 | 91.39 | 91.13 | 87.08 | 92.02 | 89.64 | 81.39 | 88.59 | 89.81 | 69.47 | 88.77 | 89.86 | 87.43 | 90.69 | 88.54 |
| 866 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.88 | 90.91 | 89.12 | 91.70 | 89.54 | 88.68 | 75.59 | 91.33 | 90.99 | 89.51 | 70.09 | 68.28 | 90.05 | 91.53 | 89.43 | 90.26 | 87.82 | 93.47 | 90.10 | 88.68 | 89.65 | 90.42 | 91.90 | 88.24 | 86.67 | 88.04 |
| 867 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.41 | 91.06 | 91.98 | 89.67 | 92.66 | 89.10 | 91.53 | 90.35 | 89.95 | 89.61 | 88.97 | 88.35 | 74.82 | 91.07 | 88.05 | 91.96 | 89.61 | 91.01 | 89.82 | 89.17 | 90.09 | 88.63 | 91.27 | 89.20 | 69.91 | 89.91 |
| 896 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 69.12 | 90.71 | 91.80 | 90.82 | 92.18 | 90.11 | 90.84 | 90.83 | 92.23 | 89.90 | 89.63 | 88.64 | 91.51 | 90.38 | 90.67 | 91.53 | 90.10 | 90.71 | 88.49 | 90.16 | 90.30 | 90.91 | 90.25 | 90.18 | 91.83 | 88.60 |
| 897 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.76 | 89.16 | 91.05 | 91.33 | 69.84 | 88.15 | 91.05 | 89.73 | 91.65 | 90.85 | 90.68 | 70.56 | 90.13 | 68.65 | 87.78 | 91.33 | 92.30 | 92.87 | 89.54 | 89.27 | 90.98 | 89.74 | 89.21 | 91.02 | 91.41 | 89.75 |
| 898 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.64 | 89.38 | 92.14 | 89.34 | 91.31 | 66.85 | 70.36 | 90.56 | 88.35 | 91.27 | 67.89 | 69.14 | 70.60 | 92.30 | 67.86 | 90.41 | 69.38 | 88.36 | 69.74 | 87.64 | 68.15 | 88.78 | 91.27 | 88.28 | 89.32 | 89.67 |
| 899 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.59 | 89.19 | 92.90 | 90.31 | 86.32 | 89.46 | 91.91 | 88.98 | 69.79 | 90.50 | 89.50 | 91.09 | 88.68 | 90.59 | 89.75 | 91.78 | 90.32 | 90.98 | 90.71 | 88.41 | 92.72 | 88.38 | 91.19 | 90.52 | 90.96 | 91.84 |
| 928 | 372 | 16 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 68.95 | 92.78 | 92.16 | 88.34 | 90.56 | 89.31 | 90.16 | 89.19 | 88.20 | 90.02 | 89.13 | 88.54 | 67.77 | 89.93 | 89.01 | 68.77 | 87.98 | 89.14 | 92.14 | 69.03 | 91.74 | 88.96 | 89.17 | 61.24 | 62.34 | 61.10 |
| 929 | 372 | 16 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 92.34 | 90.20 | 90.06 | 90.07 | 91.32 | 88.85 | 90.43 | 87.70 | 90.78 | 92.24 | 68.33 | 87.60 | 88.89 | 91.37 | 88.99 | 89.53 | 90.77 | 88.82 | 87.75 | 90.57 | 89.23 | 60.13 | 90.54 | 60.82 | 61.79 | 87.77 |
| 930 | 372 | 16 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.35 | 90.51 | 88.44 | 91.18 | 91.83 | 89.98 | 90.63 | 89.16 | 69.39 | 68.32 | 88.87 | 87.23 | 69.68 | 85.98 | 90.55 | 90.21 | 88.74 | 92.10 | 89.72 | 88.21 | 60.16 | 89.44 | 89.89 | 90.15 | 89.03 | 89.36 |
| 931 | 372 | 16 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 91.11 | 91.27 | 89.46 | 87.74 | 90.39 | 91.30 | 88.60 | 89.83 | 92.35 | 70.91 | 88.88 | 87.84 | 90.76 | 88.94 | 86.72 | 90.05 | 90.51 | 89.98 | 69.40 | 89.45 | 91.42 | 86.73 | 91.27 | 59.93 | 87.58 | 92.26 |
| 960 | 372 | 16 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 36.63 | 40.51 | 42.26 | 39.97 | 40.65 | 40.89 | 37.29 | 39.81 | 40.65 | 42.85 | 41.65 | 40.35 | 36.91 | 40.17 | 40.10 | 37.68 | 37.02 | 41.33 | 41.23 | 40.77 | 39.83 | 39.93 | 40.65 | 40.69 | 40.60 | 40.63 |
| 961 | 372 | 16 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 41.85 | 39.94 | 42.59 | 39.56 | 40.65 | 41.89 | 39.80 | 40.16 | 40.90 | 40.08 | 41.00 | 40.80 | 40.59 | 39.89 | 39.66 | 37.33 | 39.45 | 41.15 | 37.25 | 37.11 | 40.44 | 39.49 | 38.11 | 40.77 | 40.51 | 40.36 |
| 962 | 372 | 16 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 37.24 | 42.82 | 41.98 | 40.52 | 40.38 | 40.27 | 37.82 | 39.83 | 42.21 | 41.67 | 36.60 | 40.67 | 37.66 | 39.68 | 39.97 | 42.05 | 39.17 | 42.66 | 40.90 | 40.88 | 39.87 | 39.83 | 39.33 | 40.77 | 40.05 | 39.38 |
| 963 | 372 | 16 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 40.63 | 40.46 | 40.54 | 40.20 | 40.12 | 36.71 | 39.67 | 39.54 | 39.97 | 39.96 | 41.22 | 40.91 | 37.08 | 37.67 | 40.01 | 37.55 | 37.01 | 42.05 | 41.37 | 36.96 | 39.94 | 38.91 | 40.49 | 40.87 | 40.51 | 40.88 |
| 992 | 372 | 16 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 40.28 | 40.48 | 40.35 | 40.66 | 40.50 | 41.45 | 37.83 | 39.50 | 42.05 | 41.64 | 40.17 | 40.77 | 42.58 | 39.38 | 40.65 | 37.57 | 40.09 | 42.22 | 37.55 | 40.88 | 40.69 | 39.03 | 40.09 | 40.05 | 39.64 | 42.48 |
| 993 | 372 | 16 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 37.22 | 40.32 | 43.11 | 40.68 | 40.66 | 40.96 | 40.89 | 39.99 | 42.07 | 40.51 | 41.42 | 42.03 | 42.56 | 43.22 | 37.97 | 37.53 | 37.28 | 37.41 | 42.10 | 38.07 | 39.37 | 40.11 | 36.10 | 40.52 | 40.41 | 40.61 |
| 994 | 372 | 16 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 40.40 | 40.32 | 40.66 | 40.12 | 40.73 | 37.26 | 37.82 | 40.09 | 40.23 | 40.50 | 37.96 | 40.07 | 38.15 | 43.05 | 39.80 | 37.40 | 40.94 | 36.01 | 42.36 | 40.25 | 39.61 | 39.22 | 38.05 | 40.79 | 37.97 | 41.98 |
| 995 | 372 | 16 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 38.07 | 42.21 | 40.63 | 40.98 | 40.31 | 41.12 | 37.80 | 39.26 | 39.18 | 39.57 | 39.96 | 40.80 | 40.63 | 41.25 | 40.31 | 40.93 | 40.15 | 41.52 | 41.22 | 40.88 | 39.52 | 40.12 | 37.85 | 40.77 | 38.71 | 37.69 |
| 1024 | 372 | 16 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 40.45 | 39.95 | 37.83 | 40.80 | 40.34 | 40.92 | 41.98 | 40.03 | 39.70 | 39.38 | 41.08 | 41.11 | 37.62 | 40.10 | 39.62 | 42.00 | 38.80 | 39.41 | 49.27 | 40.12 | 40.16 | 40.65 | 37.97 | 40.79 | 40.80 | 39.96 |
| 1025 | 372 | 16 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 40.67 | 40.02 | 40.64 | 40.79 | 40.33 | 40.81 | 42.59 | 39.27 | 42.08 | 40.56 | 42.91 | 40.91 | 37.65 | 37.96 | 39.84 | 41.92 | 40.63 | 40.94 | 40.81 | 40.89 | 40.42 | 40.73 | 39.68 | 40.67 | 40.65 | 40.90 |
| 1026 | 372 | 16 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 39.65 | 40.49 | 37.88 | 39.94 | 40.52 | 40.28 | 37.34 | 40.12 | 40.36 | 40.49 | 39.78 | 40.68 | 38.13 | 39.99 | 40.04 | 41.68 | 40.07 | 39.96 | 37.53 | 40.80 | 36.98 | 40.39 | 39.37 | 39.98 | 40.34 | 40.67 |
| 1027 | 372 | 16 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 38.04 | 40.51 | 42.76 | 40.66 | 40.34 | 40.92 | 41.19 | 39.52 | 40.64 | 40.38 | 40.08 | 38.06 | 38.24 | 38.64 | 40.95 | 36.29 | 41.39 | 40.53 | 40.09 | 42.24 | 38.97 | 37.95 | 39.88 | 40.77 | 40.63 | 40.26 |
| 1056 | 372 | 16 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 38.11 | 40.77 | 40.49 | 40.43 | 40.56 | 38.39 | 37.79 | 42.56 | 39.59 | 39.65 | 37.27 | 40.62 | 41.23 | 39.85 | 39.41 | 43.09 | 40.66 | 37.71 | 37.96 | 40.08 | 39.84 | 39.91 | 38.24 | 40.38 | 40.54 | 40.81 |
| 1057 | 372 | 16 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 40.56 | 43.11 | 40.53 | 40.33 | 40.23 | 37.20 | 38.08 | 40.12 | 40.81 | 40.72 | 41.15 | 43.88 | 42.22 | 39.99 | 39.53 | 37.17 | 38.38 | 41.90 | 37.38 | 37.98 | 40.63 | 37.93 | 40.04 | 40.09 | 40.41 | 40.65 |
| 1058 | 372 | 16 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 37.81 | 39.49 | 40.00 | 40.51 | 40.44 | 36.94 | 37.16 | 41.62 | 42.82 | 41.41 | 41.10 | 37.70 | 37.25 | 39.50 | 39.98 | 37.20 | 37.69 | 40.96 | 43.34 | 40.84 | 39.98 | 39.24 | 40.10 | 40.52 | 40.23 | 43.09 |
| 1059 | 372 | 16 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 42.20 | 41.90 | 40.71 | 39.78 | 40.55 | 40.67 | 37.44 | 40.82 | 37.10 | 40.67 | 37.68 | 40.81 | 43.05 | 37.41 | 40.06 | 40.37 | 40.68 | 37.43 | 40.64 | 40.87 | 37.73 | 39.65 | 45.82 | 40.73 | 40.04 | 39.99 |
| 1088 | 372 | 16 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 38.09 | 40.51 | 40.35 | 40.80 | 40.30 | 40.92 | 37.13 | 42.18 | 40.04 | 41.01 | 40.92 | 40.91 | 37.47 | 41.11 | 40.08 | 37.81 | 39.77 | 41.28 | 40.91 | 37.74 | 40.41 | 39.63 | 40.52 | 40.77 | 40.81 | 40.84 |
| 1089 | 372 | 16 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 38.11 | 39.58 | 40.49 | 42.40 | 40.43 | 37.83 | 37.59 | 39.52 | 39.43 | 41.78 | 37.52 | 40.78 | 37.11 | 41.58 | 42.15 | 40.87 | 40.71 | 41.68 | 37.55 | 41.06 | 40.00 | 40.76 | 37.83 | 39.40 | 42.17 | 40.61 |
| 1090 | 372 | 16 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 42.17 | 40.69 | 40.96 | 40.28 | 40.75 | 37.73 | 37.08 | 42.07 | 41.61 | 42.18 | 40.34 | 40.81 | 37.84 | 42.48 | 40.79 | 48.46 | 39.96 | 42.54 | 37.56 | 40.22 | 39.31 | 38.68 | 37.99 | 40.65 | 41.71 | 40.53 |
| 1091 | 372 | 16 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 40.65 | 42.92 | 40.48 | 40.66 | 41.87 | 37.84 | 37.84 | 39.85 | 40.32 | 39.43 | 40.96 | 39.68 | 37.47 | 42.44 | 40.68 | 38.26 | 39.99 | 42.54 | 37.98 | 42.56 | 41.20 | 39.85 | 40.37 | 40.92 | 38.09 | 40.75 |
| 1120 | 372 | 16 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 37.79 | 40.44 | 40.79 | 40.69 | 40.39 | 40.92 | 42.07 | 39.78 | 42.07 | 40.69 | 40.89 | 40.81 | 36.65 | 36.82 | 40.62 | 37.34 | 36.75 | 41.19 | 40.64 | 40.74 | 39.29 | 39.68 | 36.92 | 40.64 | 39.95 | 40.75 |
| 1121 | 372 | 16 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 40.53 | 39.86 | 40.62 | 40.30 | 40.38 | 41.15 | 37.69 | 40.10 | 41.53 | 39.46 | 40.91 | 40.65 | 37.84 | 39.84 | 39.87 | 42.15 | 37.27 | 39.67 | 40.98 | 40.88 | 39.99 | 39.06 | 40.47 | 40.79 | 39.93 | 40.11 |
| 1122 | 372 | 16 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 40.33 | 40.80 | 40.63 | 39.54 | 40.66 | 41.07 | 39.78 | 37.19 | 40.26 | 39.99 | 41.11 | 40.78 | 37.59 | 41.68 | 39.86 | 37.74 | 39.95 | 41.03 | 38.09 | 41.12 | 39.17 | 39.96 | 40.87 | 40.66 | 40.83 | 40.56 |
| 1123 | 372 | 16 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 42.02 | 40.41 | 40.19 | 40.00 | 40.77 | 36.85 | 42.47 | 40.01 | 41.40 | 40.69 | 38.10 | 39.96 | 39.48 | 39.52 | 40.15 | 42.49 | 40.00 | 41.87 | 37.84 | 41.07 | 39.42 | 41.68 | 40.11 | 39.86 | 40.92 | 40.64 |
The global mean maximum row:
| mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | average_map | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 899 | 86.27 | 87.05 | 88.12 | 88.09 | 85.34 | 90.20 | 88.23 | 85.85 | 74.61 | 88.25 | 87.33 | 88.37 | 88.30 | 88.56 | 88.88 | 90.04 | 87.72 | 87.92 | 88.23 | 90.22 | 88.11 | 86.61 | 87.58 | 86.93 | 87.11 | 87.86 | 87.376154 |
| 577 | 86.54 | 75.03 | 86.81 | 85.65 | 87.73 | 88.83 | 87.24 | 87.38 | 89.03 | 86.43 | 88.57 | 88.10 | 87.86 | 86.99 | 87.34 | 88.29 | 88.18 | 87.36 | 89.26 | 88.10 | 88.54 | 86.54 | 85.61 | 85.24 | 87.42 | 87.27 | 86.974615 |
| 864 | 87.33 | 87.92 | 87.48 | 88.43 | 87.50 | 89.22 | 87.30 | 86.16 | 87.92 | 86.47 | 88.84 | 88.02 | 88.98 | 87.48 | 86.14 | 86.19 | 85.80 | 75.07 | 87.39 | 88.22 | 87.57 | 86.89 | 87.99 | 85.79 | 86.00 | 85.66 | 86.836923 |
| 896 | 72.46 | 87.37 | 86.92 | 87.76 | 88.32 | 87.73 | 88.09 | 88.98 | 87.56 | 87.44 | 89.29 | 87.43 | 88.50 | 87.65 | 88.69 | 87.66 | 88.39 | 88.39 | 86.88 | 86.52 | 83.70 | 84.38 | 87.65 | 85.65 | 87.27 | 85.25 | 86.766538 |
| 865 | 86.31 | 87.78 | 88.65 | 86.71 | 87.78 | 87.54 | 87.06 | 88.74 | 87.71 | 86.94 | 87.49 | 89.14 | 88.03 | 88.88 | 87.91 | 89.02 | 87.96 | 81.03 | 88.39 | 89.55 | 71.34 | 86.70 | 85.85 | 85.19 | 85.80 | 86.35 | 86.686538 |
| 867 | 85.37 | 88.78 | 87.45 | 86.77 | 88.05 | 87.48 | 87.41 | 87.30 | 86.99 | 87.73 | 87.13 | 89.13 | 78.52 | 87.66 | 86.70 | 87.82 | 87.38 | 89.01 | 89.25 | 88.74 | 85.84 | 85.77 | 87.87 | 85.71 | 72.20 | 87.16 | 86.508462 |
| 611 | 87.69 | 88.01 | 86.91 | 86.38 | 86.31 | 87.83 | 88.04 | 85.76 | 87.76 | 86.91 | 87.42 | 87.91 | 86.77 | 72.97 | 87.49 | 88.02 | 86.76 | 87.17 | 87.48 | 88.12 | 83.65 | 85.92 | 86.91 | 87.01 | 84.89 | 87.52 | 86.446538 |
| 608 | 82.87 | 86.87 | 86.24 | 86.77 | 86.74 | 88.24 | 87.05 | 87.35 | 88.39 | 87.22 | 88.84 | 87.32 | 88.08 | 87.28 | 87.17 | 86.52 | 87.64 | 89.64 | 88.30 | 74.38 | 85.51 | 83.83 | 86.08 | 85.28 | 87.25 | 86.59 | 86.440385 |
| 579 | 73.86 | 89.75 | 88.78 | 87.24 | 87.64 | 87.42 | 88.97 | 88.29 | 86.46 | 87.01 | 72.86 | 88.68 | 87.44 | 86.26 | 86.93 | 88.84 | 86.95 | 88.09 | 74.89 | 88.57 | 87.30 | 87.28 | 86.48 | 84.46 | 86.41 | 87.71 | 85.945000 |
| 576 | 87.10 | 88.35 | 86.54 | 89.29 | 87.93 | 74.05 | 87.27 | 87.61 | 87.70 | 87.70 | 88.39 | 86.99 | 88.70 | 86.11 | 88.64 | 88.24 | 72.94 | 74.33 | 88.70 | 87.39 | 85.53 | 86.49 | 86.41 | 86.29 | 86.94 | 87.85 | 85.903077 |
Model performance on validation data (Mann-Whitney U Test)
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues_mw = []
pvalues_real_mw = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
pvalues_real_mw.append(p_value_mw)
pvalues_mw.append((p_value_mw >= 0.05)*1)
dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw
dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')
max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 865 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.31 | 87.78 | 88.65 | 86.71 | 87.78 | 87.54 | 87.06 | 88.74 | 87.71 | 86.94 | 87.49 | 89.14 | 88.03 | 88.88 | 87.91 | 89.02 | 87.96 | 81.03 | 88.39 | 89.55 | 71.34 | 86.70 | 85.85 | 85.19 | 85.80 | 86.35 |
| 867 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 85.37 | 88.78 | 87.45 | 86.77 | 88.05 | 87.48 | 87.41 | 87.30 | 86.99 | 87.73 | 87.13 | 89.13 | 78.52 | 87.66 | 86.70 | 87.82 | 87.38 | 89.01 | 89.25 | 88.74 | 85.84 | 85.77 | 87.87 | 85.71 | 72.20 | 87.16 |
| 576 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.10 | 88.35 | 86.54 | 89.29 | 87.93 | 74.05 | 87.27 | 87.61 | 87.70 | 87.70 | 88.39 | 86.99 | 88.70 | 86.11 | 88.64 | 88.24 | 72.94 | 74.33 | 88.70 | 87.39 | 85.53 | 86.49 | 86.41 | 86.29 | 86.94 | 87.85 |
| 577 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.54 | 75.03 | 86.81 | 85.65 | 87.73 | 88.83 | 87.24 | 87.38 | 89.03 | 86.43 | 88.57 | 88.10 | 87.86 | 86.99 | 87.34 | 88.29 | 88.18 | 87.36 | 89.26 | 88.10 | 88.54 | 86.54 | 85.61 | 85.24 | 87.42 | 87.27 |
| 579 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 73.86 | 89.75 | 88.78 | 87.24 | 87.64 | 87.42 | 88.97 | 88.29 | 86.46 | 87.01 | 72.86 | 88.68 | 87.44 | 86.26 | 86.93 | 88.84 | 86.95 | 88.09 | 74.89 | 88.57 | 87.30 | 87.28 | 86.48 | 84.46 | 86.41 | 87.71 |
| 896 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 72.46 | 87.37 | 86.92 | 87.76 | 88.32 | 87.73 | 88.09 | 88.98 | 87.56 | 87.44 | 89.29 | 87.43 | 88.50 | 87.65 | 88.69 | 87.66 | 88.39 | 88.39 | 86.88 | 86.52 | 83.70 | 84.38 | 87.65 | 85.65 | 87.27 | 85.25 |
| 899 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.27 | 87.05 | 88.12 | 88.09 | 85.34 | 90.20 | 88.23 | 85.85 | 74.61 | 88.25 | 87.33 | 88.37 | 88.30 | 88.56 | 88.88 | 90.04 | 87.72 | 87.92 | 88.23 | 90.22 | 88.11 | 86.61 | 87.58 | 86.93 | 87.11 | 87.86 |
Size of the All data: (144, 29)
Size of the Sig data: (7, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 3 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.70 | 90.98 | 91.16 | 88.42 | 89.63 | 88.00 | 91.33 | 90.40 | 87.13 | 90.36 | 90.65 | 87.97 | 91.39 | 91.13 | 87.08 | 92.02 | 89.64 | 81.39 | 88.59 | 89.81 | 69.47 | 88.77 | 89.86 | 87.43 | 90.69 | 88.54 |
| 4 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.41 | 91.06 | 91.98 | 89.67 | 92.66 | 89.10 | 91.53 | 90.35 | 89.95 | 89.61 | 88.97 | 88.35 | 74.82 | 91.07 | 88.05 | 91.96 | 89.61 | 91.01 | 89.82 | 89.17 | 90.09 | 88.63 | 91.27 | 89.20 | 69.91 | 89.91 |
| 6 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.21 | 90.68 | 90.02 | 89.45 | 90.15 | 68.00 | 89.61 | 90.66 | 90.63 | 90.20 | 89.80 | 88.55 | 88.32 | 90.29 | 91.91 | 91.13 | 69.44 | 69.20 | 90.33 | 88.96 | 89.55 | 90.53 | 91.96 | 88.71 | 89.54 | 88.28 |
| 1 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.67 | 72.43 | 90.46 | 89.71 | 90.50 | 89.08 | 88.91 | 89.84 | 90.27 | 88.20 | 88.85 | 90.04 | 90.65 | 89.76 | 88.19 | 92.26 | 92.57 | 91.55 | 88.97 | 87.08 | 90.30 | 88.51 | 89.53 | 89.17 | 88.26 | 88.19 |
| 5 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 69.13 | 91.98 | 92.49 | 89.76 | 89.92 | 89.48 | 91.14 | 90.48 | 89.03 | 89.58 | 70.07 | 86.94 | 89.26 | 87.07 | 87.59 | 91.07 | 86.39 | 89.00 | 69.35 | 90.41 | 91.32 | 89.43 | 89.43 | 89.52 | 89.94 | 90.66 |
| 2 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 69.12 | 90.71 | 91.80 | 90.82 | 92.18 | 90.11 | 90.84 | 90.83 | 92.23 | 89.90 | 89.63 | 88.64 | 91.51 | 90.38 | 90.67 | 91.53 | 90.10 | 90.71 | 88.49 | 90.16 | 90.30 | 90.91 | 90.25 | 90.18 | 91.83 | 88.60 |
| 0 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.59 | 89.19 | 92.90 | 90.31 | 86.32 | 89.46 | 91.91 | 88.98 | 69.79 | 90.50 | 89.50 | 91.09 | 88.68 | 90.59 | 89.75 | 91.78 | 90.32 | 90.98 | 90.71 | 88.41 | 92.72 | 88.38 | 91.19 | 90.52 | 90.96 | 91.84 |
Size of the test data: (7, 34)
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_16 | 88.558571 | 0.817851 |
| mAP_valid_abs_values_20 | 88.441429 | 1.252457 |
| mAP_valid_abs_values_12 | 88.262857 | 0.821294 |
| mAP_valid_abs_values_15 | 87.870000 | 0.896326 |
| mAP_valid_abs_values_7 | 87.752857 | 0.697202 |
| mAP_valid_abs_values_8 | 87.735714 | 1.060831 |
| mAP_valid_abs_values_3 | 87.610000 | 0.912615 |
| mAP_valid_abs_values_5 | 87.541429 | 0.997019 |
| mAP_valid_abs_values_14 | 87.444286 | 1.063342 |
| mAP_valid_abs_values_4 | 87.358571 | 1.163822 |
| mAP_valid_abs_values_10 | 87.357143 | 0.607556 |
| mAP_valid_abs_values_26 | 87.064286 | 0.959233 |
| mAP_valid_abs_values_23 | 86.778571 | 0.917032 |
| mAP_valid_abs_values_13 | 86.764286 | 3.659362 |
| mAP_valid_abs_values_19 | 86.514286 | 5.188451 |
| mAP_valid_abs_values_2 | 86.301429 | 5.052493 |
| mAP_valid_abs_values_22 | 86.252857 | 0.936478 |
| mAP_valid_abs_values_6 | 86.178571 | 5.443643 |
| mAP_valid_abs_values_11 | 85.865714 | 5.787060 |
| mAP_valid_abs_values_9 | 85.722857 | 4.963445 |
| mAP_valid_abs_values_17 | 85.645714 | 5.623705 |
| mAP_valid_abs_values_24 | 85.638571 | 0.800675 |
| mAP_valid_abs_values_18 | 85.161429 | 5.487010 |
| mAP_valid_abs_values_25 | 84.735714 | 5.555840 |
| mAP_valid_abs_values_21 | 84.337143 | 5.967832 |
| mAP_valid_abs_values | 82.558571 | 6.453354 |
We then apply the hyperparameters to the test set and average the results.
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_16 | 91.678571 | 0.454145 |
| mAP_test_abs_values_3 | 91.544286 | 1.051536 |
| mAP_test_abs_values_7 | 90.752857 | 1.090546 |
| mAP_test_abs_values_23 | 90.498571 | 0.979667 |
| mAP_test_abs_values_8 | 90.220000 | 0.627774 |
| mAP_test_abs_values_5 | 90.194286 | 2.062441 |
| mAP_test_abs_values_14 | 90.041429 | 1.392174 |
| mAP_test_abs_values_10 | 89.764286 | 0.775583 |
| mAP_test_abs_values_4 | 89.734286 | 0.744286 |
| mAP_test_abs_values_26 | 89.431429 | 1.407864 |
| mAP_test_abs_values_22 | 89.308571 | 1.026457 |
| mAP_test_abs_values_24 | 89.247143 | 1.013537 |
| mAP_test_abs_values_20 | 89.142857 | 1.148328 |
| mAP_test_abs_values_15 | 89.034286 | 1.781590 |
| mAP_test_abs_values_12 | 88.797143 | 1.367525 |
| average_map | 88.626374 | 0.909830 |
| mAP_test_abs_values_2 | 88.147143 | 6.979737 |
| mAP_test_abs_values_13 | 87.804286 | 5.865597 |
| mAP_test_abs_values_21 | 87.678571 | 8.096183 |
| mAP_test_abs_values_25 | 87.304286 | 7.753810 |
| mAP_test_abs_values_9 | 87.004286 | 7.748623 |
| mAP_test_abs_values_17 | 86.867143 | 7.895580 |
| mAP_test_abs_values_11 | 86.781429 | 7.392826 |
| mAP_test_abs_values_19 | 86.608571 | 7.658160 |
| mAP_test_abs_values_18 | 86.262857 | 8.315603 |
| mAP_test_abs_values_6 | 86.175714 | 8.040049 |
| mAP_test_abs_values | 84.261429 | 10.345467 |
Summary:
Code
def extract_number(text):
if isinstance(text, str):
matches = re.findall(r'\d+', text)
return int(matches[0]) if matches else 1
return 1
res_valid_mwu_16['id'] = res_valid_mwu_16.index.to_series().apply(extract_number)
res_test_mwu_16['id'] = res_test_mwu_16.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid_mwu_16,res_test_mwu_16])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test_mwu_16 = res_test_mwu_16.sort_values(by=['id']).reset_index().query("index !='average_map'")
res_valid_mwu_16 = res_valid_mwu_16.reset_index(drop=True)
res_valid_mwu_16.columns = ['valid_score', 'std', 'id']
res_valid_mwu_16 = res_valid_mwu_16[['valid_score', 'id']]
res_test_mwu_16.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_16 = res_test_mwu_16[['test_score', 'id']]
result_merged_mwu_16 = pd.merge(res_valid_mwu_16,res_test_mwu_16,on='id')
result_merged_mwu_16.sort_values(by=['valid_score'], ascending=False,inplace=True)
result_merged_mwu_16 = result_merged_mwu_16[['id','valid_score','test_score']]
html_table = result_merged_mwu_16.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))| id | valid_score | test_score | |
|---|---|---|---|
| 0 | 16 | 88.558571 | 91.678571 |
| 1 | 20 | 88.441429 | 89.142857 |
| 2 | 12 | 88.262857 | 88.797143 |
| 3 | 15 | 87.870000 | 89.034286 |
| 4 | 7 | 87.752857 | 90.752857 |
| 5 | 8 | 87.735714 | 90.220000 |
| 6 | 3 | 87.610000 | 91.544286 |
| 7 | 5 | 87.541429 | 90.194286 |
| 8 | 14 | 87.444286 | 90.041429 |
| 9 | 4 | 87.358571 | 89.734286 |
| 10 | 10 | 87.357143 | 89.764286 |
| 11 | 26 | 87.064286 | 89.431429 |
| 12 | 23 | 86.778571 | 90.498571 |
| 13 | 13 | 86.764286 | 87.804286 |
| 14 | 19 | 86.514286 | 86.608571 |
| 15 | 2 | 86.301429 | 88.147143 |
| 16 | 22 | 86.252857 | 89.308571 |
| 17 | 6 | 86.178571 | 86.175714 |
| 18 | 11 | 85.865714 | 86.781429 |
| 19 | 9 | 85.722857 | 87.004286 |
| 20 | 17 | 85.645714 | 86.867143 |
| 21 | 24 | 85.638571 | 89.247143 |
| 22 | 18 | 85.161429 | 86.262857 |
| 23 | 25 | 84.735714 | 87.304286 |
| 24 | 21 | 84.337143 | 87.678571 |
| 25 | 1 | 82.558571 | 84.261429 |
Code
#%%
dt_valid = pd.read_csv(f"final paper results/merged_validation_runs_wide_format_abs_30082024_top100_{layer_vsn}.csv")
dt_test = pd.read_csv(f"final paper results/merged_test_runs_wide_format_abs_30082024_top100_{layer_vsn}.csv")
output_size = 40
query = (
"output_size == @output_size "
)
dt_valid = dt_valid.query(query)
dt_test = dt_test.query(query)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 372 | 40 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 84.13 | 83.33 | 84.60 | 80.80 | 86.10 | 86.20 | 85.98 | 87.19 | 84.86 | 84.48 | 85.76 | 85.56 | 87.64 | 87.56 | 82.87 | 86.19 | 84.83 | 87.23 | 88.49 | 86.23 | 83.22 | 81.56 | 82.19 | 82.80 | 84.53 | 83.14 |
| 13 | 372 | 40 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 85.62 | 87.47 | 86.43 | 86.43 | 85.33 | 88.72 | 87.32 | 84.13 | 85.54 | 85.50 | 87.88 | 88.01 | 86.62 | 87.04 | 86.77 | 88.40 | 85.55 | 86.42 | 84.87 | 89.23 | 84.00 | 83.64 | 84.55 | 84.90 | 84.74 | 85.92 |
| 14 | 372 | 40 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 83.69 | 86.62 | 86.20 | 87.04 | 87.18 | 85.35 | 85.57 | 84.83 | 86.94 | 84.88 | 86.22 | 86.09 | 87.40 | 87.22 | 84.00 | 86.56 | 85.53 | 85.60 | 85.13 | 86.87 | 83.22 | 83.96 | 84.83 | 85.32 | 84.49 | 83.22 |
| 15 | 372 | 40 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.04 | 88.50 | 86.02 | 85.93 | 87.35 | 86.85 | 86.63 | 87.91 | 86.28 | 85.41 | 87.77 | 88.09 | 86.94 | 86.10 | 83.47 | 85.74 | 86.22 | 87.51 | 87.44 | 89.06 | 84.30 | 84.11 | 83.43 | 82.44 | 82.41 | 86.47 |
| 44 | 372 | 40 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 83.08 | 85.43 | 83.49 | 85.88 | 82.59 | 85.35 | 86.64 | 86.31 | 84.10 | 86.97 | 86.78 | 87.28 | 83.78 | 87.38 | 84.08 | 86.78 | 81.75 | 82.77 | 86.24 | 85.17 | 84.72 | 86.98 | 24.01 | 85.95 | 86.29 | 83.26 |
| 45 | 372 | 40 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 85.13 | 86.65 | 83.33 | 86.22 | 85.94 | 86.33 | 85.03 | 87.27 | 86.97 | 85.08 | 88.31 | 87.60 | 86.01 | 87.18 | 86.97 | 86.87 | 86.73 | 86.58 | 86.91 | 88.54 | 84.00 | 81.99 | 86.90 | 80.06 | 84.42 | 87.11 |
| 46 | 372 | 40 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.91 | 85.80 | 85.00 | 86.66 | 87.97 | 86.88 | 86.90 | 87.05 | 86.90 | 87.67 | 87.52 | 88.10 | 85.72 | 86.14 | 86.75 | 88.58 | 88.51 | 87.03 | 88.70 | 86.54 | 82.42 | 83.62 | 85.66 | 83.25 | 86.83 | 85.90 |
| 47 | 372 | 40 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 85.19 | 85.69 | 84.73 | 87.57 | 85.96 | 87.87 | 85.90 | 83.87 | 86.66 | 87.33 | 86.80 | 89.17 | 88.14 | 86.51 | 87.13 | 87.58 | 87.61 | 83.66 | 86.01 | 86.81 | 83.79 | 84.24 | 84.29 | 83.94 | 83.57 | 87.30 |
| 76 | 372 | 40 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 85.09 | 80.67 | 87.53 | 88.48 | 85.88 | 86.42 | 85.90 | 86.94 | 88.14 | 87.59 | 83.70 | 86.33 | 86.04 | 83.88 | 83.93 | 85.65 | 84.57 | 87.70 | 85.74 | 87.42 | 82.93 | 85.26 | 84.43 | 83.32 | 82.61 | 84.13 |
| 77 | 372 | 40 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.14 | 86.69 | 83.60 | 86.54 | 85.03 | 87.30 | 87.12 | 86.85 | 87.82 | 85.04 | 87.14 | 87.73 | 86.62 | 87.21 | 88.02 | 87.93 | 88.26 | 87.74 | 87.92 | 87.08 | 83.73 | 83.51 | 84.75 | 77.59 | 84.11 | 85.16 |
| 78 | 372 | 40 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 85.58 | 87.65 | 87.29 | 86.15 | 86.99 | 85.96 | 86.90 | 89.97 | 86.44 | 88.30 | 87.46 | 88.31 | 85.80 | 87.44 | 87.57 | 88.13 | 88.03 | 87.26 | 88.52 | 87.98 | 84.14 | 82.10 | 82.32 | 83.71 | 83.83 | 83.28 |
| 79 | 372 | 40 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.31 | 87.72 | 84.12 | 86.61 | 86.02 | 86.04 | 84.70 | 88.33 | 88.12 | 87.34 | 89.24 | 86.93 | 87.16 | 87.18 | 87.00 | 87.47 | 86.09 | 86.55 | 84.66 | 87.09 | 84.02 | 83.86 | 85.08 | 82.47 | 84.07 | 86.59 |
| 108 | 372 | 40 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 83.94 | 86.25 | 83.91 | 82.65 | 86.36 | 87.97 | 85.87 | 86.25 | 84.18 | 84.82 | 85.21 | 87.25 | 87.49 | 88.62 | 85.94 | 84.90 | 87.39 | 85.89 | 86.10 | 86.01 | 84.86 | 84.37 | 85.97 | 85.00 | 83.88 | 87.09 |
| 109 | 372 | 40 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.56 | 86.73 | 86.91 | 86.62 | 85.21 | 86.22 | 86.38 | 86.24 | 85.18 | 87.45 | 86.42 | 86.44 | 87.10 | 87.45 | 86.69 | 87.64 | 86.81 | 87.48 | 87.70 | 87.29 | 83.04 | 83.53 | 83.52 | 83.73 | 84.45 | 84.73 |
| 110 | 372 | 40 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 85.76 | 85.86 | 84.70 | 87.16 | 85.31 | 85.75 | 86.21 | 85.57 | 86.65 | 84.35 | 86.87 | 87.61 | 85.83 | 83.92 | 84.56 | 86.85 | 85.77 | 85.15 | 87.34 | 88.51 | 84.42 | 84.66 | 83.92 | 83.96 | 83.07 | 81.88 |
| 111 | 372 | 40 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 84.33 | 87.19 | 85.18 | 88.07 | 85.69 | 87.19 | 86.78 | 87.15 | 86.33 | 86.01 | 86.77 | 87.63 | 88.22 | 87.35 | 85.15 | 87.49 | 87.47 | 84.04 | 84.87 | 89.57 | 82.49 | 84.30 | 86.57 | 86.56 | 85.84 | 85.59 |
| 140 | 372 | 40 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 85.93 | 87.28 | 87.10 | 84.44 | 85.99 | 85.49 | 86.86 | 86.08 | 88.22 | 88.75 | 85.73 | 86.15 | 86.88 | 85.38 | 87.44 | 87.28 | 86.17 | 86.48 | 86.85 | 86.31 | 82.72 | 83.38 | 85.87 | 87.73 | 83.69 | 84.75 |
| 141 | 372 | 40 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.88 | 85.96 | 86.52 | 87.37 | 88.21 | 86.40 | 86.53 | 86.13 | 85.42 | 85.17 | 87.77 | 87.44 | 88.08 | 87.49 | 88.52 | 86.49 | 84.23 | 86.91 | 87.40 | 86.00 | 83.65 | 84.38 | 87.02 | 84.34 | 85.46 | 86.97 |
| 142 | 372 | 40 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.34 | 87.77 | 86.32 | 87.55 | 86.15 | 88.90 | 85.89 | 86.85 | 87.76 | 86.11 | 87.43 | 86.78 | 88.15 | 85.54 | 86.93 | 87.60 | 86.98 | 85.39 | 88.95 | 88.07 | 82.85 | 83.20 | 83.98 | 83.96 | 84.16 | 84.24 |
| 143 | 372 | 40 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 83.42 | 87.02 | 85.96 | 85.12 | 86.77 | 87.18 | 84.93 | 88.53 | 87.49 | 86.76 | 88.40 | 88.23 | 87.38 | 86.92 | 87.13 | 88.03 | 84.01 | 84.82 | 87.14 | 88.48 | 86.25 | 81.90 | 85.37 | 81.38 | 84.44 | 84.65 |
| 172 | 372 | 40 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 84.36 | 81.87 | 85.24 | 86.29 | 87.88 | 86.06 | 84.92 | 82.70 | 88.02 | 85.89 | 85.35 | 87.55 | 84.69 | 87.34 | 86.46 | 87.04 | 83.46 | 86.97 | 84.25 | 87.48 | 84.64 | 81.07 | 82.87 | 73.02 | 85.11 | 82.42 |
| 173 | 372 | 40 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 84.25 | 84.86 | 85.18 | 85.15 | 86.10 | 86.61 | 85.93 | 86.64 | 86.67 | 88.28 | 88.29 | 87.70 | 84.19 | 87.95 | 88.26 | 88.15 | 86.08 | 86.86 | 87.70 | 86.48 | 85.43 | 83.96 | 85.96 | 84.63 | 82.96 | 86.17 |
| 174 | 372 | 40 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 84.66 | 88.44 | 86.68 | 85.10 | 84.12 | 85.54 | 87.38 | 86.61 | 88.12 | 86.09 | 86.67 | 87.83 | 86.51 | 89.38 | 86.25 | 88.01 | 86.66 | 86.10 | 88.26 | 85.71 | 84.32 | 83.26 | 84.72 | 84.81 | 85.45 | 82.00 |
| 175 | 372 | 40 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 86.69 | 85.21 | 87.16 | 86.99 | 87.92 | 86.98 | 84.81 | 84.53 | 85.26 | 85.45 | 85.72 | 86.78 | 88.18 | 86.82 | 84.97 | 86.42 | 87.80 | 86.06 | 88.17 | 87.42 | 83.23 | 84.85 | 84.95 | 83.17 | 82.52 | 84.38 |
| 204 | 372 | 40 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 83.86 | 85.99 | 85.44 | 24.01 | 86.55 | 85.86 | 82.93 | 85.11 | 85.58 | 85.95 | 86.46 | 86.68 | 87.15 | 86.15 | 81.76 | 85.94 | 85.91 | 85.17 | 86.47 | 88.05 | 83.26 | 82.86 | 83.96 | 84.87 | 83.05 | 79.65 |
| 205 | 372 | 40 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 85.66 | 86.03 | 84.96 | 87.42 | 87.15 | 86.10 | 85.87 | 84.50 | 85.44 | 86.98 | 88.62 | 87.10 | 86.30 | 87.74 | 85.00 | 85.74 | 84.99 | 86.75 | 86.24 | 86.23 | 86.55 | 83.63 | 86.66 | 85.53 | 84.48 | 86.99 |
| 206 | 372 | 40 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 85.81 | 85.33 | 83.65 | 87.71 | 85.52 | 87.68 | 85.69 | 84.67 | 85.33 | 85.85 | 87.58 | 86.68 | 87.43 | 86.30 | 87.32 | 86.84 | 86.08 | 86.47 | 87.22 | 86.93 | 83.61 | 83.49 | 86.64 | 84.68 | 84.03 | 84.27 |
| 207 | 372 | 40 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 84.67 | 86.49 | 24.01 | 86.85 | 85.35 | 87.59 | 85.23 | 86.31 | 87.13 | 85.35 | 86.42 | 87.36 | 86.50 | 86.61 | 85.26 | 86.91 | 87.33 | 88.13 | 86.25 | 87.01 | 86.68 | 84.58 | 86.39 | 82.95 | 83.76 | 83.74 |
| 236 | 372 | 40 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 86.05 | 83.32 | 85.19 | 85.29 | 86.23 | 87.29 | 85.71 | 88.15 | 85.48 | 86.99 | 87.01 | 87.54 | 86.41 | 84.37 | 87.17 | 85.78 | 87.20 | 86.05 | 84.87 | 87.40 | 84.94 | 83.60 | 83.99 | 84.69 | 85.28 | 86.82 |
| 237 | 372 | 40 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 84.72 | 87.04 | 86.06 | 85.85 | 88.94 | 88.19 | 86.72 | 87.14 | 85.01 | 87.56 | 86.42 | 87.00 | 86.02 | 87.06 | 87.96 | 87.60 | 85.75 | 86.09 | 87.57 | 88.56 | 83.56 | 84.40 | 82.43 | 86.57 | 85.93 | 84.53 |
| 238 | 372 | 40 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 85.39 | 86.35 | 86.28 | 87.13 | 84.98 | 86.59 | 85.82 | 87.97 | 86.42 | 84.64 | 86.63 | 85.79 | 86.65 | 86.27 | 88.25 | 87.83 | 87.14 | 86.50 | 87.24 | 85.90 | 83.28 | 82.00 | 87.26 | 84.53 | 83.75 | 85.25 |
| 239 | 372 | 40 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 84.41 | 86.04 | 85.04 | 85.90 | 84.38 | 86.96 | 88.73 | 85.95 | 86.05 | 86.48 | 88.11 | 86.67 | 88.71 | 87.46 | 89.18 | 84.64 | 87.26 | 87.06 | 88.00 | 86.64 | 84.91 | 84.41 | 85.33 | 82.50 | 86.65 | 82.45 |
| 268 | 372 | 40 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 85.12 | 86.35 | 84.71 | 86.12 | 85.75 | 88.38 | 86.82 | 87.25 | 84.89 | 86.88 | 86.49 | 87.50 | 85.67 | 85.89 | 85.83 | 87.70 | 84.55 | 85.99 | 86.66 | 86.35 | 82.53 | 83.35 | 86.10 | 84.86 | 83.16 | 85.81 |
| 269 | 372 | 40 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 84.63 | 86.35 | 85.55 | 82.82 | 85.11 | 88.48 | 86.30 | 85.82 | 86.26 | 87.94 | 88.78 | 87.89 | 86.46 | 85.09 | 87.23 | 87.15 | 85.26 | 86.87 | 87.23 | 86.64 | 83.95 | 84.78 | 84.78 | 84.64 | 84.14 | 83.23 |
| 270 | 372 | 40 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 85.32 | 86.09 | 86.10 | 87.02 | 84.20 | 86.55 | 84.93 | 87.51 | 86.28 | 86.94 | 86.93 | 86.42 | 85.66 | 85.81 | 84.58 | 87.51 | 85.20 | 84.90 | 87.90 | 87.30 | 82.12 | 84.80 | 82.89 | 83.99 | 84.88 | 85.30 |
| 271 | 372 | 40 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 84.80 | 87.03 | 85.43 | 86.03 | 86.51 | 87.37 | 85.44 | 85.56 | 86.70 | 86.33 | 89.14 | 87.10 | 87.54 | 86.85 | 86.01 | 86.19 | 86.51 | 85.73 | 85.96 | 87.08 | 84.57 | 84.30 | 85.95 | 86.79 | 83.38 | 85.43 |
| 300 | 372 | 40 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 83.69 | 84.49 | 85.92 | 84.99 | 24.01 | 86.13 | 85.17 | 83.78 | 84.12 | 86.60 | 87.90 | 85.91 | 85.10 | 83.96 | 84.75 | 86.46 | 87.26 | 83.96 | 84.16 | 86.86 | 82.25 | 83.68 | 84.06 | 83.53 | 82.42 | 84.75 |
| 301 | 372 | 40 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.87 | 86.54 | 84.16 | 88.28 | 86.12 | 87.29 | 84.62 | 85.75 | 87.77 | 86.24 | 88.43 | 85.66 | 86.50 | 87.98 | 86.09 | 86.54 | 84.86 | 86.21 | 86.91 | 86.57 | 87.55 | 84.93 | 82.54 | 85.62 | 84.12 | 84.76 |
| 302 | 372 | 40 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 85.68 | 87.87 | 85.99 | 87.98 | 86.27 | 86.62 | 86.99 | 86.46 | 87.41 | 86.92 | 86.28 | 87.27 | 86.80 | 87.87 | 85.72 | 85.75 | 86.97 | 86.23 | 84.92 | 87.46 | 82.78 | 84.16 | 86.57 | 84.87 | 86.40 | 85.10 |
| 303 | 372 | 40 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 85.26 | 85.90 | 85.90 | 87.23 | 86.81 | 87.45 | 87.26 | 86.13 | 87.34 | 86.37 | 88.27 | 87.69 | 87.34 | 86.57 | 84.79 | 87.35 | 86.57 | 87.19 | 87.11 | 87.61 | 83.86 | 83.20 | 83.91 | 87.16 | 84.83 | 83.05 |
| 332 | 372 | 40 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 85.36 | 80.21 | 84.03 | 86.02 | 85.20 | 86.40 | 85.55 | 88.33 | 87.91 | 88.09 | 86.43 | 88.66 | 86.97 | 87.66 | 83.00 | 85.41 | 86.69 | 85.16 | 85.79 | 86.65 | 82.84 | 81.74 | 85.33 | 81.99 | 82.29 | 86.85 |
| 333 | 372 | 40 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 79.39 | 84.55 | 86.75 | 85.86 | 86.76 | 87.29 | 86.94 | 87.95 | 84.72 | 89.44 | 87.96 | 88.01 | 87.01 | 86.99 | 85.90 | 88.08 | 87.26 | 86.19 | 86.00 | 87.43 | 84.41 | 84.08 | 85.28 | 83.95 | 84.67 | 86.43 |
| 334 | 372 | 40 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 84.88 | 86.09 | 86.43 | 85.55 | 87.94 | 87.19 | 86.05 | 87.75 | 87.05 | 88.86 | 89.42 | 88.48 | 86.67 | 86.22 | 87.17 | 87.90 | 87.24 | 86.54 | 88.38 | 86.70 | 84.44 | 84.20 | 85.04 | 87.49 | 84.03 | 84.61 |
| 335 | 372 | 40 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 85.54 | 86.30 | 85.84 | 86.25 | 86.43 | 87.20 | 88.05 | 89.40 | 84.63 | 85.12 | 86.66 | 88.06 | 86.38 | 87.38 | 86.31 | 87.84 | 87.19 | 87.55 | 87.52 | 86.06 | 83.85 | 84.98 | 84.96 | 86.21 | 85.04 | 84.41 |
| 364 | 372 | 40 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 85.87 | 87.80 | 87.81 | 82.73 | 86.55 | 87.21 | 84.78 | 82.79 | 85.45 | 85.63 | 85.67 | 87.40 | 85.41 | 84.69 | 86.96 | 85.14 | 87.05 | 85.91 | 86.62 | 84.88 | 78.00 | 82.75 | 80.91 | 84.60 | 84.46 | 85.15 |
| 365 | 372 | 40 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.42 | 88.13 | 86.15 | 83.30 | 85.93 | 87.43 | 84.87 | 86.38 | 86.18 | 85.60 | 87.12 | 87.03 | 87.60 | 85.38 | 84.49 | 88.33 | 84.98 | 83.99 | 88.82 | 89.17 | 82.56 | 85.86 | 86.49 | 84.19 | 82.68 | 85.09 |
| 366 | 372 | 40 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 84.94 | 86.19 | 85.17 | 86.96 | 86.72 | 86.94 | 87.06 | 84.57 | 86.91 | 86.54 | 86.45 | 88.38 | 87.41 | 87.51 | 86.51 | 86.64 | 85.48 | 85.88 | 86.85 | 86.68 | 85.17 | 85.97 | 82.86 | 85.38 | 85.29 | 83.74 |
| 367 | 372 | 40 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 83.76 | 88.32 | 86.35 | 85.88 | 87.14 | 86.04 | 87.56 | 85.12 | 86.81 | 89.09 | 88.52 | 86.68 | 86.66 | 85.22 | 87.05 | 87.86 | 88.52 | 86.99 | 85.79 | 87.42 | 85.02 | 86.26 | 85.81 | 85.07 | 85.94 | 83.87 |
| 396 | 372 | 40 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 85.06 | 86.69 | 86.01 | 84.33 | 84.90 | 86.41 | 85.55 | 85.44 | 86.78 | 85.96 | 85.48 | 86.45 | 86.82 | 87.13 | 86.02 | 88.66 | 85.96 | 84.49 | 85.68 | 87.12 | 83.92 | 84.07 | 85.90 | 83.96 | 84.55 | 83.94 |
| 397 | 372 | 40 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 84.62 | 88.45 | 86.13 | 87.17 | 85.94 | 86.97 | 86.46 | 85.86 | 88.18 | 86.11 | 86.83 | 89.38 | 85.50 | 87.59 | 86.47 | 87.98 | 89.10 | 87.19 | 87.82 | 88.80 | 85.01 | 85.17 | 83.81 | 83.63 | 83.29 | 84.66 |
| 398 | 372 | 40 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.64 | 87.88 | 87.53 | 86.81 | 85.19 | 86.99 | 87.52 | 87.70 | 86.08 | 86.46 | 87.53 | 86.28 | 87.22 | 88.56 | 88.25 | 88.57 | 86.65 | 87.96 | 86.82 | 88.92 | 82.55 | 85.90 | 84.21 | 85.56 | 85.07 | 83.05 |
| 399 | 372 | 40 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 85.37 | 86.19 | 87.15 | 86.37 | 85.90 | 86.08 | 85.89 | 85.69 | 86.13 | 86.57 | 86.95 | 87.63 | 86.01 | 86.14 | 87.01 | 86.73 | 81.83 | 85.87 | 86.30 | 85.75 | 83.68 | 83.96 | 85.85 | 82.33 | 84.07 | 84.93 |
| 428 | 372 | 40 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 81.13 | 82.42 | 84.66 | 84.48 | 87.75 | 87.53 | 84.58 | 86.26 | 86.05 | 85.09 | 87.17 | 87.47 | 85.20 | 87.18 | 87.95 | 79.54 | 86.66 | 86.99 | 85.45 | 86.13 | 83.86 | 81.80 | 82.81 | 84.63 | 83.82 | 83.01 |
| 429 | 372 | 40 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 85.11 | 87.33 | 86.39 | 87.93 | 86.29 | 87.13 | 85.80 | 85.04 | 86.80 | 88.40 | 85.17 | 86.90 | 87.63 | 87.56 | 85.96 | 87.07 | 85.94 | 87.75 | 87.06 | 86.02 | 84.44 | 83.50 | 83.81 | 86.77 | 82.95 | 85.44 |
| 430 | 372 | 40 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.16 | 86.98 | 83.68 | 86.59 | 85.55 | 87.27 | 87.51 | 84.75 | 86.59 | 86.84 | 86.39 | 86.35 | 86.66 | 85.53 | 83.23 | 86.08 | 86.36 | 88.26 | 85.31 | 85.32 | 84.13 | 84.04 | 85.42 | 83.21 | 84.50 | 84.17 |
| 431 | 372 | 40 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 83.93 | 84.98 | 87.95 | 87.04 | 86.44 | 86.31 | 88.34 | 84.81 | 87.61 | 86.21 | 88.56 | 87.28 | 87.78 | 86.34 | 86.77 | 87.11 | 88.29 | 87.10 | 86.89 | 86.51 | 84.58 | 83.22 | 82.19 | 84.40 | 85.23 | 84.34 |
| 460 | 372 | 40 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 78.38 | 85.73 | 84.39 | 85.04 | 86.79 | 85.35 | 86.33 | 84.03 | 87.34 | 87.44 | 86.29 | 88.80 | 83.38 | 86.91 | 87.65 | 88.37 | 83.84 | 83.65 | 86.07 | 88.49 | 81.22 | 84.05 | 80.03 | 83.22 | 81.77 | 84.77 |
| 461 | 372 | 40 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 85.89 | 87.01 | 87.11 | 86.80 | 88.39 | 88.18 | 86.43 | 86.66 | 86.39 | 86.59 | 87.65 | 87.18 | 87.46 | 87.86 | 87.68 | 88.47 | 85.52 | 86.44 | 86.55 | 85.98 | 85.19 | 81.44 | 85.86 | 82.68 | 82.67 | 85.87 |
| 462 | 372 | 40 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.40 | 86.37 | 85.25 | 86.16 | 86.11 | 86.38 | 87.35 | 87.89 | 85.91 | 86.48 | 88.76 | 87.67 | 88.16 | 85.02 | 86.41 | 86.27 | 87.82 | 87.97 | 88.41 | 87.90 | 83.85 | 84.60 | 84.27 | 86.79 | 84.18 | 85.15 |
| 463 | 372 | 40 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 84.82 | 86.53 | 85.68 | 85.86 | 85.37 | 86.18 | 86.82 | 85.95 | 87.07 | 85.68 | 88.42 | 86.02 | 88.60 | 87.76 | 86.43 | 87.86 | 87.81 | 87.53 | 87.04 | 87.74 | 81.82 | 84.20 | 84.46 | 84.96 | 84.72 | 86.76 |
| 492 | 372 | 40 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 83.32 | 85.05 | 84.45 | 85.79 | 84.54 | 87.44 | 86.92 | 86.40 | 83.42 | 87.70 | 86.80 | 86.67 | 86.94 | 85.76 | 81.94 | 86.71 | 84.59 | 85.92 | 88.16 | 87.56 | 83.08 | 83.76 | 85.68 | 83.32 | 82.66 | 84.05 |
| 493 | 372 | 40 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 85.48 | 86.79 | 86.71 | 85.40 | 83.80 | 89.51 | 86.78 | 86.17 | 86.46 | 86.96 | 85.98 | 87.18 | 88.76 | 86.28 | 86.83 | 87.08 | 85.87 | 84.71 | 86.31 | 87.99 | 87.11 | 84.41 | 85.24 | 85.16 | 84.70 | 83.55 |
| 494 | 372 | 40 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 84.74 | 84.68 | 85.40 | 86.34 | 85.48 | 87.87 | 85.52 | 86.84 | 87.14 | 86.12 | 87.84 | 87.11 | 86.49 | 85.13 | 87.77 | 87.82 | 86.30 | 86.83 | 87.33 | 86.13 | 82.76 | 82.51 | 84.18 | 83.58 | 85.24 | 87.61 |
| 495 | 372 | 40 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 82.64 | 85.41 | 85.28 | 85.72 | 87.24 | 87.01 | 87.23 | 85.97 | 87.24 | 87.73 | 86.23 | 87.14 | 85.70 | 86.10 | 86.55 | 89.50 | 86.47 | 86.71 | 87.17 | 86.78 | 83.39 | 84.99 | 84.39 | 82.89 | 83.87 | 84.53 |
| 524 | 372 | 40 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 86.28 | 84.39 | 84.73 | 88.03 | 84.71 | 87.78 | 86.29 | 86.98 | 86.31 | 85.54 | 85.81 | 88.16 | 85.63 | 87.01 | 83.76 | 83.63 | 85.55 | 85.67 | 87.40 | 87.52 | 84.38 | 82.90 | 86.99 | 82.81 | 84.74 | 84.53 |
| 525 | 372 | 40 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 85.17 | 86.54 | 84.22 | 88.61 | 84.61 | 85.74 | 86.93 | 86.56 | 84.32 | 86.35 | 86.09 | 87.14 | 86.91 | 86.01 | 85.92 | 86.91 | 86.36 | 86.57 | 85.98 | 88.35 | 84.55 | 85.92 | 83.40 | 82.86 | 84.75 | 83.99 |
| 526 | 372 | 40 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.91 | 84.57 | 85.55 | 86.47 | 85.51 | 87.69 | 84.28 | 84.01 | 87.44 | 86.70 | 88.06 | 87.58 | 86.64 | 86.44 | 86.39 | 88.09 | 87.51 | 84.85 | 86.74 | 87.76 | 84.45 | 84.52 | 84.52 | 85.93 | 83.31 | 86.17 |
| 527 | 372 | 40 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 85.99 | 85.29 | 86.59 | 85.57 | 86.34 | 87.52 | 87.05 | 87.98 | 87.06 | 85.48 | 88.51 | 87.21 | 87.40 | 87.83 | 84.35 | 87.72 | 85.82 | 87.06 | 86.43 | 87.12 | 83.20 | 83.98 | 85.01 | 82.17 | 85.82 | 85.03 |
| 556 | 372 | 40 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 82.07 | 70.56 | 84.10 | 86.44 | 84.60 | 84.73 | 87.03 | 87.63 | 85.84 | 84.96 | 85.76 | 87.46 | 84.43 | 85.77 | 85.47 | 87.21 | 85.69 | 86.91 | 87.54 | 86.09 | 83.44 | 84.90 | 85.18 | 82.90 | 83.98 | 84.22 |
| 557 | 372 | 40 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 85.79 | 87.22 | 84.40 | 86.63 | 84.19 | 88.61 | 84.98 | 87.78 | 86.61 | 86.46 | 88.01 | 88.11 | 86.72 | 87.43 | 86.19 | 85.74 | 85.42 | 85.91 | 86.90 | 88.01 | 84.71 | 84.41 | 83.44 | 87.37 | 84.80 | 83.45 |
| 558 | 372 | 40 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 87.07 | 86.02 | 86.73 | 85.09 | 85.96 | 85.76 | 85.95 | 86.51 | 86.26 | 87.04 | 88.06 | 87.82 | 86.27 | 88.88 | 84.84 | 85.60 | 87.81 | 86.66 | 87.30 | 85.74 | 84.07 | 84.85 | 84.65 | 84.71 | 82.62 | 84.61 |
| 559 | 372 | 40 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 86.30 | 85.01 | 84.61 | 84.91 | 87.22 | 86.73 | 87.20 | 85.95 | 85.26 | 86.70 | 86.38 | 84.78 | 86.32 | 87.11 | 86.75 | 86.58 | 86.93 | 87.74 | 88.44 | 87.63 | 84.65 | 83.45 | 83.86 | 83.28 | 85.96 | 83.76 |
| 588 | 372 | 40 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.50 | 88.70 | 88.17 | 89.66 | 87.06 | 88.76 | 89.22 | 87.87 | 89.61 | 87.77 | 89.08 | 89.06 | 88.26 | 88.40 | 89.82 | 88.79 | 88.51 | 89.50 | 89.03 | 89.12 | 86.91 | 85.19 | 85.42 | 86.99 | 88.13 | 86.69 |
| 589 | 372 | 40 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.39 | 88.58 | 88.95 | 88.19 | 87.39 | 88.22 | 87.21 | 87.99 | 87.49 | 88.68 | 89.41 | 89.60 | 88.73 | 86.37 | 88.03 | 88.83 | 87.71 | 87.47 | 89.73 | 89.33 | 87.19 | 85.78 | 89.52 | 87.70 | 87.12 | 89.26 |
| 590 | 372 | 40 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.97 | 88.50 | 86.65 | 89.23 | 87.87 | 87.57 | 88.69 | 87.74 | 87.57 | 87.55 | 89.17 | 87.19 | 88.07 | 87.67 | 88.06 | 87.86 | 88.08 | 88.46 | 90.31 | 88.94 | 85.21 | 87.90 | 89.71 | 85.99 | 86.16 | 88.29 |
| 591 | 372 | 40 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.76 | 88.73 | 87.46 | 87.74 | 88.89 | 88.41 | 87.65 | 88.22 | 88.64 | 89.63 | 88.23 | 88.68 | 88.71 | 87.57 | 89.01 | 86.79 | 88.43 | 87.55 | 89.63 | 89.14 | 87.78 | 87.53 | 90.16 | 88.13 | 89.14 | 89.76 |
| 620 | 372 | 40 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.85 | 88.57 | 88.92 | 89.37 | 87.91 | 89.72 | 89.64 | 87.97 | 87.96 | 88.04 | 88.13 | 90.23 | 89.13 | 86.42 | 88.50 | 87.69 | 89.08 | 87.95 | 89.15 | 88.86 | 85.84 | 86.70 | 88.52 | 85.43 | 88.57 | 87.95 |
| 621 | 372 | 40 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.28 | 88.94 | 87.69 | 85.82 | 88.84 | 89.02 | 87.97 | 88.81 | 88.24 | 88.33 | 89.51 | 89.20 | 88.15 | 87.62 | 89.81 | 88.52 | 86.59 | 88.67 | 89.26 | 89.26 | 86.72 | 87.38 | 86.99 | 85.05 | 86.33 | 86.61 |
| 622 | 372 | 40 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.03 | 88.98 | 87.56 | 89.22 | 87.22 | 90.21 | 87.86 | 88.31 | 87.97 | 87.30 | 89.83 | 89.41 | 87.99 | 87.30 | 88.45 | 88.90 | 87.54 | 88.25 | 89.99 | 89.71 | 86.27 | 86.22 | 88.94 | 89.81 | 88.71 | 86.53 |
| 623 | 372 | 40 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.37 | 89.79 | 89.81 | 88.14 | 88.46 | 88.22 | 89.20 | 88.71 | 87.79 | 86.67 | 89.31 | 88.93 | 88.94 | 87.66 | 88.17 | 88.98 | 87.85 | 88.72 | 89.76 | 89.42 | 84.55 | 86.59 | 87.59 | 83.93 | 87.22 | 86.14 |
| 652 | 372 | 40 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.43 | 89.85 | 88.33 | 87.74 | 86.91 | 88.64 | 87.73 | 88.00 | 87.66 | 87.60 | 89.22 | 88.96 | 90.47 | 86.56 | 87.56 | 89.83 | 88.52 | 88.14 | 89.22 | 88.64 | 86.97 | 89.71 | 85.27 | 89.40 | 87.13 | 83.24 |
| 653 | 372 | 40 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.79 | 87.94 | 88.91 | 88.48 | 88.02 | 87.73 | 88.61 | 89.49 | 88.25 | 87.58 | 89.17 | 88.74 | 87.65 | 88.07 | 90.40 | 88.32 | 88.54 | 88.52 | 89.18 | 88.03 | 85.69 | 87.48 | 90.41 | 86.11 | 88.54 | 86.21 |
| 654 | 372 | 40 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.41 | 88.14 | 87.68 | 86.05 | 87.53 | 88.79 | 88.99 | 88.42 | 89.24 | 87.39 | 89.01 | 88.91 | 88.15 | 88.45 | 88.31 | 88.03 | 87.80 | 89.05 | 89.23 | 87.11 | 86.77 | 84.47 | 86.93 | 86.00 | 87.02 | 87.06 |
| 655 | 372 | 40 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.37 | 87.78 | 88.81 | 87.50 | 88.33 | 89.71 | 87.95 | 88.85 | 87.54 | 87.60 | 89.46 | 89.93 | 87.82 | 88.66 | 90.22 | 88.71 | 89.08 | 88.53 | 90.97 | 89.99 | 86.13 | 88.38 | 88.98 | 86.74 | 87.84 | 87.28 |
| 684 | 372 | 40 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 89.33 | 89.64 | 87.21 | 88.16 | 87.85 | 89.22 | 88.69 | 88.29 | 88.14 | 87.85 | 88.37 | 88.08 | 89.44 | 87.34 | 88.73 | 88.67 | 88.07 | 86.79 | 89.50 | 89.06 | 86.49 | 86.65 | 88.66 | 86.16 | 87.81 | 89.51 |
| 685 | 372 | 40 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.34 | 86.99 | 87.02 | 88.70 | 87.50 | 89.83 | 88.14 | 88.29 | 86.68 | 85.92 | 89.73 | 88.40 | 88.94 | 89.08 | 87.22 | 88.60 | 88.66 | 87.64 | 88.89 | 89.59 | 84.59 | 86.90 | 86.81 | 86.49 | 86.52 | 85.89 |
| 686 | 372 | 40 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.40 | 86.02 | 86.98 | 87.18 | 87.90 | 89.10 | 86.12 | 87.14 | 87.18 | 86.90 | 88.78 | 88.75 | 88.39 | 87.35 | 85.80 | 86.22 | 87.40 | 87.81 | 87.33 | 89.08 | 87.88 | 85.21 | 87.37 | 86.48 | 89.05 | 85.60 |
| 687 | 372 | 40 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 85.62 | 87.64 | 86.94 | 87.51 | 87.17 | 88.35 | 88.15 | 88.55 | 87.97 | 87.15 | 89.78 | 88.36 | 87.01 | 87.56 | 87.82 | 87.22 | 87.46 | 89.56 | 88.80 | 89.09 | 88.25 | 84.51 | 87.70 | 86.96 | 86.84 | 86.63 |
| 716 | 372 | 40 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.04 | 89.31 | 87.35 | 88.00 | 87.33 | 89.23 | 88.07 | 89.00 | 88.33 | 88.30 | 88.47 | 89.37 | 88.90 | 88.92 | 88.35 | 88.47 | 90.04 | 87.22 | 89.56 | 88.73 | 86.10 | 86.58 | 88.10 | 85.15 | 87.91 | 88.62 |
| 717 | 372 | 40 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.84 | 88.41 | 87.05 | 88.02 | 85.39 | 89.18 | 88.11 | 87.42 | 88.28 | 87.15 | 88.24 | 87.71 | 89.99 | 87.42 | 88.58 | 88.48 | 88.81 | 87.39 | 88.27 | 89.04 | 86.52 | 87.97 | 87.57 | 85.65 | 87.00 | 86.69 |
| 718 | 372 | 40 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.24 | 87.48 | 86.53 | 87.91 | 87.95 | 89.65 | 87.07 | 87.68 | 88.19 | 87.72 | 88.65 | 88.54 | 88.97 | 87.55 | 88.40 | 88.90 | 89.73 | 87.95 | 88.37 | 87.89 | 85.51 | 86.25 | 89.05 | 87.65 | 88.41 | 89.40 |
| 719 | 372 | 40 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 86.72 | 87.35 | 89.47 | 87.93 | 88.03 | 87.04 | 88.16 | 88.79 | 87.65 | 88.72 | 88.97 | 88.47 | 87.89 | 87.46 | 88.42 | 87.95 | 87.28 | 88.24 | 88.62 | 87.60 | 86.59 | 86.33 | 87.35 | 88.53 | 84.49 | 86.69 |
| 748 | 372 | 40 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.92 | 89.89 | 85.67 | 86.43 | 86.25 | 88.01 | 86.65 | 86.25 | 87.70 | 87.05 | 88.60 | 88.60 | 87.98 | 88.43 | 87.33 | 87.31 | 86.07 | 86.92 | 88.85 | 88.99 | 84.82 | 85.78 | 86.33 | 86.42 | 86.54 | 85.94 |
| 749 | 372 | 40 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.59 | 87.53 | 87.93 | 87.01 | 88.95 | 88.70 | 87.63 | 87.21 | 88.58 | 86.73 | 88.70 | 89.08 | 87.38 | 89.55 | 87.85 | 88.87 | 89.71 | 88.61 | 88.94 | 88.49 | 86.68 | 86.13 | 86.32 | 84.78 | 87.31 | 83.46 |
| 750 | 372 | 40 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.26 | 88.42 | 87.67 | 88.63 | 87.22 | 89.17 | 87.28 | 88.73 | 87.79 | 86.81 | 87.83 | 86.74 | 87.67 | 86.91 | 87.15 | 87.48 | 88.47 | 87.48 | 88.57 | 87.74 | 85.09 | 84.47 | 89.57 | 86.70 | 84.95 | 87.17 |
| 751 | 372 | 40 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 86.69 | 85.77 | 88.63 | 86.34 | 88.91 | 89.20 | 89.07 | 87.81 | 87.68 | 87.38 | 89.02 | 87.06 | 88.54 | 87.72 | 89.20 | 89.44 | 85.40 | 87.26 | 89.50 | 87.37 | 87.24 | 87.11 | 86.81 | 85.26 | 85.53 | 85.10 |
| 780 | 372 | 40 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 85.53 | 89.17 | 87.13 | 89.16 | 88.65 | 86.90 | 86.86 | 87.08 | 87.37 | 86.97 | 88.77 | 87.69 | 87.90 | 87.57 | 87.20 | 87.60 | 88.96 | 87.52 | 88.65 | 88.78 | 86.72 | 84.76 | 87.01 | 87.37 | 86.27 | 85.15 |
| 781 | 372 | 40 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 86.77 | 87.00 | 86.74 | 86.54 | 85.59 | 88.05 | 86.95 | 87.24 | 86.88 | 86.63 | 86.72 | 87.66 | 87.88 | 88.28 | 86.44 | 88.12 | 88.90 | 88.30 | 87.14 | 86.73 | 87.83 | 84.42 | 86.98 | 86.31 | 86.40 | 86.24 |
| 782 | 372 | 40 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 86.05 | 88.29 | 87.43 | 86.92 | 85.55 | 87.73 | 87.81 | 87.31 | 87.11 | 87.16 | 87.22 | 87.91 | 88.41 | 88.22 | 86.75 | 88.54 | 89.88 | 87.47 | 86.93 | 87.09 | 86.69 | 84.85 | 86.20 | 86.13 | 86.87 | 87.10 |
| 783 | 372 | 40 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.60 | 87.85 | 85.77 | 85.93 | 89.37 | 88.39 | 87.56 | 87.36 | 88.66 | 88.20 | 89.33 | 88.78 | 87.88 | 86.59 | 87.84 | 88.24 | 86.66 | 87.14 | 86.46 | 90.04 | 85.46 | 86.50 | 85.45 | 86.32 | 86.86 | 85.53 |
| 812 | 372 | 40 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 86.12 | 87.24 | 87.62 | 87.37 | 84.79 | 87.71 | 87.52 | 86.78 | 86.48 | 87.87 | 88.76 | 87.13 | 87.57 | 86.69 | 86.86 | 87.87 | 88.03 | 87.82 | 87.96 | 87.71 | 86.53 | 84.60 | 86.70 | 86.58 | 87.39 | 86.70 |
| 813 | 372 | 40 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 87.72 | 87.65 | 86.05 | 86.58 | 86.52 | 86.25 | 86.43 | 86.55 | 87.27 | 86.20 | 88.47 | 88.41 | 86.75 | 87.88 | 86.02 | 87.10 | 85.95 | 86.35 | 87.80 | 86.71 | 84.14 | 84.70 | 84.57 | 83.37 | 84.49 | 85.43 |
| 814 | 372 | 40 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 85.05 | 88.13 | 86.81 | 86.88 | 85.00 | 87.48 | 88.05 | 86.55 | 87.93 | 87.93 | 87.98 | 88.24 | 87.95 | 86.42 | 88.58 | 88.60 | 86.43 | 87.42 | 86.72 | 88.25 | 86.14 | 85.25 | 85.57 | 84.70 | 87.18 | 87.68 |
| 815 | 372 | 40 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.17 | 89.42 | 87.10 | 86.67 | 87.98 | 88.57 | 88.08 | 87.24 | 87.53 | 87.49 | 87.38 | 90.59 | 87.55 | 87.47 | 86.53 | 87.67 | 86.68 | 87.99 | 86.36 | 87.82 | 85.52 | 84.02 | 85.82 | 83.89 | 85.55 | 86.27 |
| 844 | 372 | 40 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 85.58 | 86.03 | 87.35 | 86.37 | 86.24 | 88.42 | 86.09 | 87.08 | 87.62 | 87.17 | 87.90 | 88.13 | 87.94 | 85.78 | 86.97 | 86.25 | 87.78 | 89.20 | 88.89 | 88.12 | 83.29 | 84.92 | 85.88 | 87.37 | 86.88 | 84.92 |
| 845 | 372 | 40 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 86.32 | 88.22 | 87.41 | 87.74 | 84.65 | 86.07 | 85.67 | 86.28 | 86.81 | 86.51 | 90.92 | 87.16 | 88.50 | 88.56 | 87.24 | 87.01 | 88.54 | 86.79 | 87.16 | 87.66 | 85.87 | 85.34 | 84.06 | 84.85 | 84.62 | 86.18 |
| 846 | 372 | 40 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 86.41 | 87.04 | 86.24 | 86.18 | 85.64 | 86.53 | 86.60 | 85.90 | 86.71 | 87.68 | 88.59 | 87.03 | 86.94 | 88.25 | 86.61 | 88.89 | 87.81 | 87.50 | 87.84 | 88.53 | 85.79 | 84.57 | 83.93 | 85.34 | 85.41 | 84.92 |
| 847 | 372 | 40 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 86.59 | 87.12 | 86.32 | 86.14 | 86.39 | 87.15 | 86.90 | 86.43 | 86.31 | 85.63 | 85.67 | 87.80 | 87.70 | 85.32 | 86.02 | 86.32 | 88.58 | 88.47 | 86.97 | 86.19 | 84.26 | 83.93 | 85.12 | 84.95 | 84.93 | 84.74 |
| 876 | 372 | 40 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.34 | 88.38 | 86.67 | 87.17 | 87.28 | 88.90 | 87.31 | 88.42 | 88.26 | 87.72 | 89.74 | 89.70 | 87.95 | 87.55 | 87.07 | 88.23 | 90.22 | 89.24 | 90.23 | 89.03 | 85.22 | 86.82 | 88.55 | 87.01 | 88.68 | 85.82 |
| 877 | 372 | 40 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.13 | 88.78 | 87.35 | 88.56 | 88.03 | 87.46 | 88.88 | 88.00 | 89.13 | 88.25 | 88.69 | 88.38 | 89.52 | 88.22 | 88.50 | 87.14 | 87.77 | 88.57 | 87.80 | 89.18 | 85.71 | 86.36 | 89.94 | 87.24 | 85.96 | 86.99 |
| 878 | 372 | 40 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.00 | 88.88 | 87.70 | 88.40 | 87.95 | 88.43 | 88.84 | 88.79 | 88.65 | 88.93 | 89.48 | 88.41 | 88.02 | 88.63 | 86.91 | 88.63 | 87.89 | 87.77 | 87.97 | 88.70 | 88.03 | 86.07 | 89.05 | 87.27 | 86.03 | 85.69 |
| 879 | 372 | 40 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.60 | 88.80 | 87.98 | 88.98 | 88.53 | 88.47 | 87.42 | 88.57 | 89.46 | 88.30 | 90.76 | 89.11 | 88.78 | 87.61 | 88.12 | 89.47 | 88.03 | 90.52 | 88.93 | 90.18 | 85.84 | 86.07 | 88.60 | 84.06 | 86.33 | 86.61 |
| 908 | 372 | 40 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.28 | 88.49 | 86.46 | 88.18 | 87.93 | 88.14 | 86.71 | 89.24 | 89.34 | 88.25 | 88.24 | 89.94 | 87.76 | 86.98 | 88.02 | 86.92 | 89.13 | 88.52 | 89.86 | 88.12 | 87.26 | 86.59 | 87.89 | 86.36 | 89.14 | 86.00 |
| 909 | 372 | 40 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.20 | 88.63 | 87.30 | 88.23 | 87.56 | 89.58 | 88.49 | 89.21 | 88.14 | 87.17 | 88.99 | 87.45 | 89.22 | 88.17 | 88.11 | 89.50 | 87.04 | 88.99 | 87.85 | 87.72 | 87.49 | 86.07 | 86.82 | 84.87 | 89.02 | 86.15 |
| 910 | 372 | 40 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.93 | 87.62 | 88.02 | 88.85 | 87.52 | 88.34 | 88.08 | 88.94 | 88.24 | 88.66 | 88.45 | 87.53 | 87.24 | 88.89 | 89.46 | 89.37 | 87.70 | 88.06 | 88.14 | 88.19 | 87.10 | 88.37 | 87.94 | 85.50 | 88.84 | 89.38 |
| 911 | 372 | 40 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.10 | 87.62 | 88.42 | 89.25 | 87.92 | 88.31 | 88.38 | 88.76 | 89.37 | 89.19 | 88.21 | 88.71 | 88.39 | 88.51 | 89.21 | 88.85 | 89.07 | 88.37 | 90.18 | 90.19 | 87.80 | 87.79 | 87.55 | 86.67 | 86.85 | 87.73 |
| 940 | 372 | 40 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.25 | 89.07 | 86.61 | 88.37 | 88.24 | 89.00 | 86.76 | 89.43 | 88.15 | 87.96 | 88.82 | 89.23 | 89.94 | 88.07 | 89.02 | 89.29 | 87.64 | 88.33 | 89.23 | 88.75 | 84.69 | 86.12 | 88.69 | 85.82 | 87.52 | 88.19 |
| 941 | 372 | 40 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.35 | 88.40 | 87.25 | 87.68 | 87.18 | 88.96 | 87.90 | 88.11 | 88.32 | 89.68 | 88.66 | 88.52 | 89.09 | 88.27 | 87.79 | 88.34 | 89.46 | 88.78 | 89.48 | 88.09 | 86.99 | 85.46 | 86.74 | 88.25 | 88.02 | 83.65 |
| 942 | 372 | 40 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.45 | 87.06 | 89.16 | 88.38 | 89.35 | 88.32 | 89.01 | 88.48 | 88.08 | 87.76 | 89.65 | 89.66 | 89.48 | 87.97 | 86.43 | 88.48 | 87.28 | 87.33 | 88.16 | 89.32 | 88.45 | 87.73 | 84.79 | 87.15 | 86.90 | 86.29 |
| 943 | 372 | 40 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.63 | 89.62 | 87.45 | 86.91 | 86.93 | 89.26 | 87.47 | 88.40 | 88.41 | 88.82 | 89.34 | 89.01 | 88.17 | 87.95 | 89.18 | 87.13 | 89.31 | 88.74 | 88.52 | 88.67 | 86.64 | 86.31 | 86.54 | 86.73 | 86.08 | 87.82 |
| 972 | 372 | 40 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.03 | 88.52 | 85.97 | 89.16 | 88.13 | 89.77 | 88.54 | 89.24 | 88.08 | 87.64 | 88.50 | 88.06 | 87.42 | 87.37 | 88.82 | 86.99 | 87.57 | 88.27 | 87.62 | 89.89 | 87.83 | 85.25 | 87.84 | 86.23 | 84.73 | 85.25 |
| 973 | 372 | 40 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.32 | 88.72 | 87.12 | 86.53 | 89.13 | 87.68 | 85.69 | 87.80 | 89.24 | 85.62 | 89.34 | 89.27 | 86.68 | 88.59 | 89.45 | 88.44 | 88.76 | 89.72 | 87.96 | 87.79 | 86.11 | 85.55 | 88.96 | 85.66 | 88.72 | 86.43 |
| 974 | 372 | 40 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.11 | 86.55 | 87.64 | 88.74 | 87.06 | 88.44 | 88.45 | 88.40 | 87.89 | 87.31 | 88.87 | 88.70 | 88.18 | 87.81 | 87.98 | 87.81 | 85.25 | 87.79 | 88.89 | 88.18 | 88.31 | 86.12 | 88.36 | 87.00 | 87.60 | 88.04 |
| 975 | 372 | 40 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.61 | 89.25 | 88.03 | 87.83 | 87.01 | 88.60 | 89.19 | 87.18 | 87.47 | 87.91 | 89.29 | 89.16 | 90.41 | 87.19 | 88.75 | 88.25 | 89.18 | 88.20 | 88.08 | 89.59 | 86.24 | 84.58 | 87.35 | 88.03 | 88.76 | 87.12 |
| 1004 | 372 | 40 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.58 | 86.96 | 88.80 | 87.19 | 87.31 | 88.07 | 88.47 | 87.10 | 89.27 | 88.02 | 88.16 | 86.27 | 88.33 | 87.75 | 86.12 | 88.94 | 88.47 | 87.29 | 87.94 | 88.45 | 85.39 | 85.71 | 86.90 | 85.62 | 83.08 | 88.36 |
| 1005 | 372 | 40 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.63 | 87.70 | 89.66 | 88.35 | 88.14 | 87.16 | 88.36 | 86.85 | 88.32 | 86.67 | 90.05 | 90.20 | 87.91 | 87.81 | 89.47 | 89.54 | 89.03 | 88.49 | 88.69 | 87.67 | 86.04 | 87.29 | 86.92 | 86.12 | 86.39 | 84.51 |
| 1006 | 372 | 40 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.04 | 88.62 | 87.97 | 88.26 | 85.75 | 89.95 | 88.93 | 86.99 | 87.34 | 88.58 | 88.41 | 88.29 | 88.70 | 87.84 | 86.12 | 88.88 | 85.89 | 87.41 | 88.62 | 88.14 | 87.83 | 88.19 | 87.07 | 86.28 | 89.53 | 85.82 |
| 1007 | 372 | 40 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.10 | 86.46 | 86.78 | 86.68 | 87.61 | 88.09 | 88.77 | 86.56 | 87.05 | 88.63 | 88.37 | 88.73 | 90.12 | 86.56 | 88.47 | 89.08 | 87.44 | 89.33 | 88.62 | 89.09 | 86.97 | 84.22 | 86.91 | 88.00 | 87.41 | 84.69 |
| 1036 | 372 | 40 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 86.35 | 87.01 | 87.51 | 88.74 | 88.08 | 89.74 | 87.88 | 87.72 | 87.52 | 87.58 | 89.22 | 88.57 | 88.04 | 87.97 | 85.33 | 88.68 | 87.57 | 88.27 | 89.51 | 89.34 | 85.30 | 85.97 | 89.16 | 86.55 | 86.14 | 89.25 |
| 1037 | 372 | 40 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.25 | 87.59 | 88.74 | 88.47 | 88.54 | 89.38 | 88.18 | 87.03 | 86.93 | 88.26 | 89.99 | 89.15 | 87.37 | 87.09 | 87.59 | 89.47 | 89.18 | 86.31 | 89.03 | 89.44 | 86.28 | 86.03 | 83.89 | 86.39 | 88.51 | 85.40 |
| 1038 | 372 | 40 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.43 | 88.25 | 88.55 | 86.23 | 87.60 | 87.58 | 88.54 | 88.52 | 86.60 | 87.61 | 90.02 | 87.90 | 88.53 | 88.55 | 87.84 | 87.82 | 88.74 | 87.71 | 89.13 | 88.94 | 86.74 | 85.97 | 86.61 | 86.52 | 88.98 | 89.20 |
| 1039 | 372 | 40 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.08 | 88.66 | 86.52 | 87.69 | 88.75 | 88.79 | 89.69 | 89.70 | 89.16 | 86.49 | 89.67 | 88.12 | 88.10 | 89.35 | 85.73 | 89.45 | 86.83 | 87.02 | 88.68 | 88.17 | 86.32 | 83.86 | 87.97 | 85.52 | 86.20 | 84.74 |
| 1068 | 372 | 40 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.20 | 88.55 | 87.36 | 86.49 | 84.94 | 86.73 | 87.34 | 87.19 | 87.86 | 87.31 | 87.75 | 88.55 | 86.67 | 87.20 | 87.62 | 86.71 | 86.40 | 88.79 | 87.49 | 88.45 | 87.94 | 85.34 | 88.83 | 85.70 | 87.50 | 87.09 |
| 1069 | 372 | 40 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 86.80 | 85.57 | 87.09 | 88.11 | 87.49 | 88.10 | 87.50 | 87.16 | 86.52 | 87.10 | 88.19 | 89.17 | 88.11 | 87.24 | 87.38 | 86.76 | 88.15 | 87.58 | 89.31 | 87.82 | 85.75 | 86.15 | 85.23 | 84.35 | 87.82 | 85.14 |
| 1070 | 372 | 40 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 85.87 | 88.76 | 86.99 | 88.00 | 86.00 | 87.58 | 86.25 | 87.46 | 86.09 | 86.65 | 87.34 | 87.16 | 86.74 | 87.38 | 87.48 | 87.68 | 88.62 | 86.43 | 88.66 | 88.58 | 87.55 | 83.47 | 85.64 | 85.99 | 85.28 | 86.82 |
| 1071 | 372 | 40 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 87.17 | 86.24 | 85.87 | 86.17 | 86.91 | 88.21 | 87.01 | 88.01 | 86.72 | 86.16 | 87.95 | 88.63 | 87.33 | 87.40 | 88.07 | 88.02 | 88.37 | 87.07 | 88.55 | 88.27 | 85.42 | 83.01 | 88.06 | 85.09 | 87.83 | 86.50 |
| 1100 | 372 | 40 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 86.44 | 86.45 | 85.80 | 86.44 | 87.29 | 89.05 | 86.88 | 88.00 | 87.69 | 87.86 | 87.69 | 88.22 | 86.74 | 88.53 | 87.18 | 87.34 | 88.31 | 87.51 | 87.58 | 87.93 | 84.11 | 84.95 | 85.08 | 84.65 | 85.12 | 86.93 |
| 1101 | 372 | 40 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 85.22 | 87.40 | 85.54 | 87.01 | 86.22 | 87.29 | 87.49 | 88.20 | 85.90 | 87.83 | 88.44 | 88.88 | 87.97 | 88.18 | 86.48 | 88.14 | 89.17 | 86.90 | 89.02 | 86.69 | 85.18 | 86.27 | 85.10 | 84.47 | 87.95 | 84.47 |
| 1102 | 372 | 40 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.88 | 88.33 | 86.28 | 87.33 | 87.78 | 87.55 | 86.66 | 87.38 | 86.92 | 86.41 | 86.55 | 87.36 | 87.28 | 86.98 | 86.09 | 86.73 | 87.13 | 85.66 | 87.26 | 88.46 | 85.20 | 84.87 | 86.85 | 84.22 | 86.60 | 85.66 |
| 1103 | 372 | 40 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 86.48 | 87.39 | 87.04 | 87.43 | 87.67 | 87.36 | 86.22 | 87.14 | 86.98 | 86.84 | 89.56 | 86.99 | 88.24 | 86.14 | 87.83 | 87.72 | 87.52 | 88.78 | 88.34 | 87.72 | 85.20 | 84.78 | 87.61 | 83.45 | 84.24 | 84.17 |
| 1132 | 372 | 40 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.20 | 87.48 | 87.63 | 85.77 | 86.78 | 88.47 | 86.72 | 85.84 | 88.10 | 87.00 | 87.82 | 86.16 | 87.11 | 87.51 | 85.52 | 86.24 | 87.43 | 86.53 | 87.09 | 88.15 | 83.80 | 86.67 | 84.93 | 85.55 | 83.96 | 86.47 |
| 1133 | 372 | 40 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 85.24 | 85.25 | 86.85 | 87.20 | 87.17 | 88.49 | 88.85 | 86.14 | 86.81 | 86.01 | 88.19 | 87.01 | 87.16 | 85.07 | 87.06 | 86.88 | 88.40 | 87.86 | 87.10 | 87.42 | 86.46 | 84.37 | 85.74 | 85.06 | 83.75 | 83.69 |
| 1134 | 372 | 40 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 85.40 | 84.97 | 85.33 | 87.39 | 87.19 | 88.43 | 86.76 | 88.84 | 86.54 | 85.23 | 87.65 | 88.28 | 89.27 | 87.02 | 86.63 | 86.50 | 87.11 | 87.27 | 86.19 | 87.38 | 86.02 | 85.31 | 85.02 | 87.51 | 84.20 | 85.82 |
| 1135 | 372 | 40 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 85.49 | 86.33 | 86.31 | 87.93 | 85.60 | 88.70 | 86.33 | 84.98 | 87.10 | 86.31 | 88.31 | 88.23 | 86.78 | 86.48 | 87.10 | 86.41 | 86.43 | 87.23 | 88.02 | 88.01 | 87.47 | 84.19 | 85.58 | 85.77 | 84.77 | 83.87 |
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 372 | 40 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 92.15 | 88.95 | 91.31 | 87.40 | 94.18 | 89.54 | 92.63 | 91.61 | 91.05 | 90.19 | 89.04 | 88.27 | 92.57 | 93.44 | 87.91 | 92.20 | 88.14 | 92.04 | 91.53 | 89.70 | 88.27 | 88.88 | 86.42 | 87.43 | 91.77 | 87.87 |
| 13 | 372 | 40 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 92.52 | 91.91 | 93.12 | 91.92 | 91.78 | 91.22 | 91.06 | 89.75 | 88.35 | 90.51 | 91.96 | 92.74 | 91.87 | 91.05 | 92.87 | 91.59 | 89.67 | 89.61 | 88.59 | 92.65 | 91.26 | 88.73 | 90.70 | 88.96 | 90.65 | 90.73 |
| 14 | 372 | 40 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.10 | 88.40 | 89.95 | 90.97 | 91.42 | 88.85 | 88.46 | 89.32 | 87.60 | 87.31 | 90.04 | 86.95 | 89.67 | 91.23 | 84.88 | 89.71 | 89.38 | 86.17 | 86.72 | 89.13 | 89.49 | 89.36 | 91.07 | 89.93 | 90.21 | 89.53 |
| 15 | 372 | 40 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 92.98 | 92.12 | 90.13 | 89.62 | 92.79 | 89.79 | 90.72 | 92.10 | 87.32 | 90.26 | 92.70 | 91.25 | 92.43 | 91.06 | 88.14 | 89.66 | 92.36 | 89.16 | 91.99 | 90.26 | 91.33 | 90.39 | 90.45 | 89.66 | 87.39 | 90.61 |
| 44 | 372 | 40 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.69 | 88.78 | 90.20 | 88.45 | 88.58 | 88.08 | 92.22 | 90.18 | 88.24 | 89.83 | 90.32 | 89.74 | 89.73 | 89.50 | 86.75 | 90.05 | 88.17 | 87.11 | 87.25 | 87.21 | 90.42 | 91.15 | 24.42 | 90.47 | 91.70 | 87.43 |
| 45 | 372 | 40 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.49 | 91.98 | 90.16 | 92.96 | 92.15 | 89.94 | 91.02 | 92.49 | 91.44 | 88.23 | 91.48 | 91.85 | 90.62 | 91.33 | 91.10 | 90.65 | 92.56 | 90.66 | 91.54 | 91.83 | 91.12 | 89.28 | 92.33 | 87.79 | 90.51 | 92.90 |
| 46 | 372 | 40 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.12 | 90.77 | 91.66 | 89.35 | 91.03 | 89.03 | 91.29 | 88.61 | 89.30 | 89.05 | 92.16 | 92.60 | 91.92 | 91.28 | 88.82 | 92.37 | 91.52 | 90.94 | 92.01 | 89.89 | 88.43 | 89.00 | 90.97 | 87.04 | 90.47 | 90.60 |
| 47 | 372 | 40 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.44 | 90.25 | 91.63 | 90.43 | 91.69 | 88.57 | 91.29 | 87.61 | 89.74 | 93.12 | 89.67 | 90.90 | 92.40 | 91.09 | 90.72 | 90.22 | 91.47 | 88.40 | 90.64 | 88.70 | 90.80 | 91.13 | 89.64 | 91.12 | 87.84 | 91.74 |
| 76 | 372 | 40 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.97 | 86.39 | 91.81 | 92.95 | 90.30 | 90.61 | 90.29 | 89.99 | 93.40 | 92.17 | 88.71 | 88.41 | 91.26 | 88.33 | 89.53 | 90.96 | 90.90 | 92.84 | 90.86 | 90.61 | 89.02 | 90.43 | 91.55 | 88.15 | 89.16 | 88.45 |
| 77 | 372 | 40 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 92.23 | 91.41 | 89.14 | 90.66 | 89.02 | 91.54 | 91.34 | 92.46 | 89.05 | 89.03 | 89.02 | 90.20 | 91.86 | 93.20 | 90.72 | 92.72 | 91.62 | 92.63 | 91.89 | 94.38 | 90.89 | 90.51 | 91.53 | 83.75 | 91.27 | 89.18 |
| 78 | 372 | 40 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 90.45 | 92.71 | 93.22 | 92.02 | 93.52 | 91.58 | 91.92 | 93.46 | 90.20 | 93.98 | 89.60 | 92.55 | 91.13 | 91.83 | 89.66 | 94.73 | 92.63 | 90.48 | 91.88 | 90.54 | 92.01 | 88.81 | 88.55 | 89.70 | 90.47 | 89.57 |
| 79 | 372 | 40 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 92.24 | 92.10 | 91.21 | 90.71 | 91.36 | 90.66 | 88.94 | 93.98 | 90.79 | 93.14 | 92.98 | 91.19 | 90.85 | 92.59 | 90.41 | 91.55 | 90.27 | 89.76 | 91.37 | 91.00 | 92.46 | 90.95 | 93.54 | 90.40 | 89.31 | 91.59 |
| 108 | 372 | 40 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.44 | 92.00 | 90.22 | 85.80 | 91.36 | 89.39 | 88.77 | 90.75 | 86.33 | 88.19 | 88.98 | 89.61 | 93.37 | 92.24 | 88.83 | 90.75 | 92.05 | 89.67 | 90.86 | 90.13 | 90.59 | 90.36 | 91.64 | 87.78 | 89.86 | 91.55 |
| 109 | 372 | 40 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 91.72 | 92.24 | 91.05 | 92.62 | 90.08 | 89.49 | 88.28 | 90.70 | 90.73 | 90.16 | 90.49 | 88.47 | 90.07 | 92.28 | 89.28 | 93.10 | 91.11 | 90.96 | 90.08 | 92.90 | 89.51 | 89.21 | 89.36 | 89.38 | 88.73 | 88.63 |
| 110 | 372 | 40 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.96 | 89.45 | 88.84 | 91.10 | 88.44 | 88.53 | 89.43 | 89.53 | 88.41 | 85.45 | 91.79 | 89.46 | 89.60 | 87.86 | 82.21 | 90.17 | 89.22 | 88.67 | 88.92 | 89.96 | 90.06 | 90.36 | 91.16 | 88.55 | 86.81 | 87.12 |
| 111 | 372 | 40 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.27 | 91.20 | 89.16 | 90.81 | 90.37 | 89.84 | 92.05 | 90.54 | 88.22 | 88.20 | 89.34 | 92.58 | 90.83 | 90.17 | 88.50 | 90.03 | 91.89 | 87.64 | 89.79 | 93.16 | 89.55 | 91.89 | 91.38 | 91.92 | 88.98 | 89.87 |
| 140 | 372 | 40 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 92.23 | 91.00 | 91.90 | 89.23 | 91.17 | 87.90 | 92.33 | 90.52 | 90.29 | 91.90 | 88.43 | 90.50 | 92.41 | 90.17 | 89.83 | 91.24 | 91.26 | 90.00 | 90.71 | 89.48 | 88.29 | 90.78 | 91.09 | 91.84 | 89.08 | 90.52 |
| 141 | 372 | 40 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 91.23 | 87.85 | 88.79 | 91.70 | 91.56 | 87.66 | 90.20 | 89.78 | 88.06 | 88.35 | 90.36 | 91.28 | 92.35 | 91.62 | 91.12 | 92.21 | 88.71 | 89.53 | 90.29 | 89.57 | 89.74 | 90.77 | 91.87 | 90.31 | 91.11 | 91.66 |
| 142 | 372 | 40 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 90.07 | 91.28 | 92.59 | 89.92 | 91.19 | 90.87 | 90.46 | 89.96 | 91.67 | 91.13 | 89.79 | 90.33 | 93.28 | 88.88 | 90.66 | 90.06 | 91.95 | 89.60 | 92.15 | 91.82 | 87.87 | 87.79 | 90.14 | 88.32 | 88.17 | 87.30 |
| 143 | 372 | 40 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 90.23 | 92.17 | 89.65 | 91.28 | 90.83 | 89.74 | 91.06 | 92.92 | 91.49 | 90.97 | 90.92 | 91.64 | 92.75 | 90.93 | 90.79 | 93.52 | 86.99 | 89.35 | 91.02 | 90.54 | 91.34 | 89.37 | 92.98 | 88.19 | 88.72 | 90.37 |
| 172 | 372 | 40 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.50 | 86.07 | 90.70 | 91.14 | 92.66 | 88.98 | 90.75 | 86.58 | 92.06 | 89.90 | 89.97 | 90.97 | 90.47 | 90.03 | 90.99 | 91.55 | 89.43 | 90.72 | 88.46 | 92.20 | 89.05 | 86.89 | 87.11 | 72.68 | 91.27 | 87.15 |
| 173 | 372 | 40 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 90.62 | 89.75 | 91.86 | 90.48 | 91.05 | 90.79 | 88.52 | 91.97 | 89.08 | 91.50 | 91.54 | 92.52 | 87.36 | 93.27 | 90.42 | 91.54 | 91.47 | 91.52 | 89.58 | 88.38 | 91.42 | 90.67 | 91.57 | 91.59 | 89.02 | 91.19 |
| 174 | 372 | 40 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 91.09 | 91.34 | 91.55 | 89.93 | 88.21 | 89.74 | 90.39 | 89.26 | 91.65 | 90.39 | 91.83 | 92.10 | 88.91 | 92.98 | 90.50 | 92.42 | 90.59 | 89.76 | 91.30 | 90.19 | 90.85 | 89.55 | 91.47 | 89.94 | 89.66 | 88.10 |
| 175 | 372 | 40 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 91.70 | 89.21 | 91.76 | 91.69 | 91.57 | 90.64 | 89.26 | 87.88 | 89.27 | 90.45 | 89.24 | 90.31 | 90.51 | 91.94 | 88.38 | 89.57 | 91.77 | 89.23 | 91.99 | 90.55 | 91.32 | 89.96 | 89.93 | 88.51 | 88.67 | 88.80 |
| 204 | 372 | 40 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 89.90 | 90.21 | 90.93 | 24.42 | 89.36 | 87.86 | 87.41 | 90.35 | 90.23 | 90.19 | 88.78 | 90.64 | 92.29 | 90.97 | 88.25 | 91.03 | 88.48 | 87.95 | 90.05 | 91.61 | 89.62 | 90.02 | 91.74 | 90.84 | 86.52 | 85.07 |
| 205 | 372 | 40 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.66 | 89.82 | 90.51 | 91.85 | 92.44 | 88.89 | 91.39 | 90.60 | 90.25 | 91.03 | 90.24 | 90.59 | 90.49 | 90.42 | 90.13 | 88.28 | 90.39 | 91.10 | 89.64 | 88.42 | 92.39 | 88.87 | 92.90 | 90.53 | 91.40 | 91.36 |
| 206 | 372 | 40 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 90.41 | 90.00 | 89.43 | 91.66 | 89.59 | 89.96 | 90.53 | 90.75 | 90.70 | 91.02 | 89.71 | 90.32 | 91.75 | 90.99 | 89.34 | 90.38 | 90.31 | 90.73 | 91.49 | 91.80 | 90.81 | 91.45 | 92.90 | 89.95 | 91.63 | 90.95 |
| 207 | 372 | 40 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.16 | 90.09 | 24.42 | 91.41 | 91.47 | 89.69 | 89.92 | 88.97 | 90.30 | 88.76 | 90.39 | 89.94 | 90.07 | 91.11 | 88.24 | 87.25 | 92.14 | 90.71 | 90.08 | 89.16 | 92.17 | 90.20 | 91.13 | 88.43 | 88.40 | 88.29 |
| 236 | 372 | 40 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 90.58 | 89.48 | 90.23 | 89.45 | 90.70 | 89.98 | 88.53 | 89.76 | 87.32 | 90.65 | 90.67 | 90.54 | 92.94 | 89.24 | 89.80 | 91.20 | 87.96 | 88.44 | 88.71 | 89.50 | 91.37 | 90.08 | 90.71 | 90.40 | 90.63 | 90.27 |
| 237 | 372 | 40 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.29 | 90.33 | 91.45 | 89.64 | 93.19 | 88.89 | 90.35 | 91.29 | 88.72 | 89.55 | 89.86 | 89.98 | 91.60 | 89.77 | 93.89 | 92.21 | 90.77 | 90.71 | 91.12 | 90.25 | 90.29 | 90.22 | 89.46 | 90.81 | 91.42 | 91.82 |
| 238 | 372 | 40 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.61 | 91.71 | 90.97 | 88.50 | 89.79 | 91.01 | 90.14 | 91.43 | 90.92 | 89.18 | 90.01 | 91.10 | 88.04 | 89.89 | 91.01 | 90.98 | 90.53 | 92.62 | 91.25 | 89.94 | 88.36 | 88.96 | 93.00 | 89.25 | 87.84 | 91.08 |
| 239 | 372 | 40 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 91.66 | 91.71 | 91.27 | 91.64 | 91.53 | 88.97 | 91.44 | 89.44 | 90.30 | 89.46 | 88.88 | 89.30 | 93.75 | 89.65 | 91.33 | 90.48 | 91.44 | 92.98 | 91.17 | 89.95 | 89.53 | 89.91 | 90.25 | 87.88 | 90.26 | 90.62 |
| 268 | 372 | 40 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 91.80 | 92.62 | 90.68 | 90.51 | 91.13 | 90.21 | 91.25 | 89.97 | 90.46 | 90.81 | 88.30 | 91.53 | 89.43 | 89.97 | 90.23 | 90.62 | 88.64 | 90.78 | 89.23 | 91.04 | 89.61 | 88.88 | 92.38 | 91.08 | 90.19 | 89.56 |
| 269 | 372 | 40 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 90.33 | 90.53 | 90.00 | 88.54 | 91.27 | 90.36 | 90.64 | 90.71 | 91.44 | 91.78 | 90.82 | 89.66 | 90.43 | 88.79 | 89.31 | 91.58 | 88.91 | 90.55 | 90.42 | 90.94 | 89.90 | 88.81 | 91.97 | 89.94 | 89.13 | 87.60 |
| 270 | 372 | 40 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 91.44 | 92.61 | 93.25 | 91.13 | 92.44 | 90.45 | 89.89 | 90.86 | 90.24 | 89.10 | 88.47 | 90.34 | 92.13 | 89.79 | 89.44 | 91.29 | 89.82 | 89.19 | 91.45 | 90.09 | 90.85 | 90.67 | 87.67 | 89.69 | 89.92 | 89.49 |
| 271 | 372 | 40 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.90 | 92.91 | 91.12 | 89.80 | 93.00 | 89.09 | 90.89 | 90.62 | 89.98 | 91.69 | 92.93 | 88.94 | 91.86 | 91.53 | 88.38 | 90.35 | 88.82 | 90.29 | 90.73 | 90.85 | 91.70 | 90.26 | 89.77 | 89.41 | 88.86 | 90.23 |
| 300 | 372 | 40 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.39 | 86.46 | 91.08 | 91.20 | 24.42 | 88.94 | 91.96 | 89.33 | 88.39 | 89.99 | 91.06 | 88.58 | 89.04 | 87.27 | 88.88 | 90.79 | 93.59 | 88.39 | 90.16 | 90.00 | 91.14 | 90.71 | 89.25 | 90.43 | 87.59 | 91.55 |
| 301 | 372 | 40 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 93.29 | 88.82 | 89.04 | 92.05 | 90.67 | 90.80 | 90.24 | 89.98 | 89.36 | 88.22 | 91.55 | 88.79 | 90.11 | 92.16 | 87.53 | 90.09 | 88.70 | 87.56 | 91.03 | 88.42 | 91.92 | 89.95 | 89.59 | 90.54 | 89.30 | 91.11 |
| 302 | 372 | 40 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.75 | 91.63 | 92.70 | 91.26 | 91.63 | 89.95 | 92.95 | 89.96 | 91.17 | 89.34 | 90.11 | 91.73 | 89.88 | 91.31 | 90.41 | 89.96 | 91.39 | 91.96 | 89.81 | 90.74 | 90.31 | 89.86 | 92.51 | 90.38 | 91.14 | 89.38 |
| 303 | 372 | 40 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 91.30 | 90.55 | 91.42 | 90.47 | 92.82 | 90.19 | 90.62 | 89.76 | 91.40 | 89.38 | 87.85 | 90.78 | 91.47 | 89.61 | 85.88 | 91.23 | 91.61 | 87.96 | 90.63 | 88.72 | 88.37 | 90.59 | 91.40 | 91.06 | 89.32 | 88.70 |
| 332 | 372 | 40 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.50 | 85.19 | 89.36 | 89.38 | 91.19 | 88.52 | 89.65 | 92.24 | 92.42 | 91.07 | 90.28 | 91.49 | 90.35 | 90.44 | 87.71 | 91.24 | 90.21 | 90.26 | 91.47 | 90.62 | 89.34 | 87.56 | 91.18 | 89.04 | 88.04 | 91.05 |
| 333 | 372 | 40 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 85.06 | 90.41 | 92.73 | 90.59 | 92.63 | 89.13 | 92.66 | 90.58 | 90.12 | 93.34 | 91.05 | 88.94 | 91.42 | 91.37 | 89.84 | 91.01 | 94.05 | 90.52 | 92.11 | 92.79 | 91.14 | 90.36 | 93.19 | 89.53 | 88.92 | 91.19 |
| 334 | 372 | 40 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.35 | 91.24 | 92.43 | 90.00 | 92.87 | 90.69 | 91.68 | 92.11 | 92.47 | 93.93 | 92.47 | 91.16 | 90.86 | 89.04 | 89.34 | 93.02 | 90.80 | 92.85 | 94.06 | 89.73 | 90.09 | 89.81 | 92.14 | 91.87 | 89.84 | 90.20 |
| 335 | 372 | 40 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 91.79 | 90.27 | 91.51 | 87.93 | 90.39 | 88.38 | 91.04 | 93.05 | 88.80 | 89.03 | 90.71 | 91.90 | 91.61 | 92.17 | 90.73 | 92.88 | 90.85 | 91.10 | 90.87 | 89.66 | 89.32 | 92.58 | 90.66 | 90.04 | 89.78 | 89.42 |
| 364 | 372 | 40 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.78 | 92.97 | 93.72 | 87.74 | 90.94 | 89.38 | 91.47 | 87.76 | 88.88 | 89.79 | 90.15 | 91.40 | 90.40 | 89.48 | 89.86 | 90.87 | 91.23 | 88.85 | 90.03 | 88.86 | 83.81 | 90.56 | 87.91 | 90.59 | 91.25 | 91.71 |
| 365 | 372 | 40 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.61 | 91.51 | 92.16 | 88.88 | 88.77 | 88.86 | 90.98 | 90.14 | 91.19 | 90.90 | 90.49 | 92.61 | 92.05 | 91.50 | 88.26 | 91.77 | 91.28 | 89.34 | 92.44 | 93.92 | 87.70 | 91.58 | 92.25 | 90.75 | 86.65 | 91.12 |
| 366 | 372 | 40 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.19 | 91.49 | 91.44 | 91.91 | 91.22 | 92.14 | 92.26 | 89.75 | 91.78 | 90.43 | 90.02 | 91.87 | 90.42 | 92.43 | 90.13 | 91.06 | 88.32 | 91.46 | 90.62 | 90.04 | 91.02 | 91.49 | 88.59 | 89.46 | 90.76 | 89.26 |
| 367 | 372 | 40 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.06 | 91.66 | 92.34 | 90.24 | 93.90 | 90.56 | 92.31 | 88.70 | 92.18 | 92.88 | 91.71 | 89.74 | 91.93 | 89.61 | 91.99 | 91.10 | 92.05 | 92.03 | 91.02 | 91.56 | 91.08 | 91.79 | 91.79 | 89.42 | 90.77 | 89.54 |
| 396 | 372 | 40 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 89.42 | 91.73 | 90.32 | 87.91 | 89.83 | 88.43 | 88.71 | 89.39 | 90.88 | 90.42 | 89.10 | 90.47 | 91.28 | 89.99 | 89.29 | 90.19 | 88.70 | 89.07 | 90.43 | 90.13 | 90.95 | 89.41 | 92.11 | 89.06 | 89.56 | 88.49 |
| 397 | 372 | 40 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 91.33 | 91.72 | 91.83 | 91.22 | 90.85 | 87.26 | 90.97 | 87.73 | 90.32 | 87.11 | 92.40 | 90.38 | 91.48 | 92.32 | 88.17 | 92.31 | 92.92 | 91.96 | 90.29 | 88.89 | 91.35 | 91.66 | 89.02 | 88.92 | 89.15 | 89.79 |
| 398 | 372 | 40 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 93.23 | 89.90 | 93.02 | 90.41 | 90.05 | 90.98 | 90.76 | 91.72 | 87.00 | 92.04 | 89.09 | 89.91 | 91.84 | 90.97 | 90.13 | 91.19 | 91.22 | 94.09 | 89.65 | 91.42 | 91.37 | 91.24 | 90.49 | 92.09 | 89.56 | 89.09 |
| 399 | 372 | 40 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 90.31 | 90.53 | 91.41 | 89.48 | 90.48 | 92.71 | 87.59 | 88.94 | 89.95 | 90.38 | 88.84 | 90.26 | 90.89 | 89.19 | 87.72 | 90.27 | 87.65 | 89.66 | 90.52 | 90.64 | 89.20 | 89.70 | 91.38 | 88.85 | 91.19 | 89.13 |
| 428 | 372 | 40 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 85.94 | 88.06 | 89.69 | 89.20 | 89.03 | 90.43 | 90.66 | 88.77 | 91.48 | 90.75 | 89.74 | 88.80 | 90.22 | 91.78 | 89.84 | 85.35 | 91.82 | 90.41 | 89.77 | 88.58 | 89.62 | 90.18 | 89.39 | 91.00 | 90.34 | 89.33 |
| 429 | 372 | 40 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.45 | 90.55 | 91.22 | 91.11 | 91.54 | 89.43 | 91.27 | 89.55 | 91.37 | 91.14 | 89.45 | 91.05 | 91.29 | 88.62 | 89.03 | 91.41 | 90.78 | 89.54 | 90.50 | 90.88 | 90.17 | 90.42 | 89.73 | 91.64 | 88.67 | 90.82 |
| 430 | 372 | 40 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 90.36 | 91.51 | 89.83 | 90.61 | 89.29 | 89.45 | 91.84 | 86.43 | 91.95 | 91.56 | 91.84 | 89.82 | 89.55 | 89.16 | 86.79 | 90.10 | 90.33 | 93.69 | 88.39 | 89.06 | 89.65 | 87.50 | 91.83 | 88.86 | 89.75 | 88.19 |
| 431 | 372 | 40 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.65 | 89.19 | 92.30 | 91.42 | 92.82 | 90.17 | 93.72 | 87.89 | 90.15 | 88.95 | 93.22 | 89.79 | 93.17 | 91.33 | 90.41 | 91.53 | 92.26 | 92.07 | 91.04 | 89.33 | 89.53 | 90.31 | 88.64 | 90.73 | 89.87 | 89.29 |
| 460 | 372 | 40 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 83.70 | 90.60 | 89.20 | 89.84 | 91.08 | 88.52 | 90.33 | 89.95 | 89.49 | 91.26 | 90.11 | 89.90 | 87.53 | 91.36 | 89.88 | 90.79 | 88.74 | 87.15 | 89.89 | 90.56 | 86.79 | 88.89 | 86.35 | 90.57 | 86.66 | 91.30 |
| 461 | 372 | 40 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 92.01 | 91.05 | 92.89 | 91.25 | 94.34 | 90.91 | 90.97 | 89.40 | 90.08 | 90.93 | 92.12 | 89.09 | 92.16 | 94.19 | 92.19 | 92.08 | 90.40 | 90.72 | 92.11 | 89.80 | 91.63 | 89.29 | 91.44 | 89.42 | 89.61 | 90.07 |
| 462 | 372 | 40 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 92.03 | 90.04 | 92.06 | 92.41 | 92.40 | 90.83 | 92.71 | 90.70 | 88.11 | 91.37 | 91.87 | 92.07 | 91.72 | 91.18 | 90.83 | 91.24 | 94.51 | 90.21 | 91.99 | 91.69 | 92.87 | 89.39 | 91.33 | 92.20 | 89.59 | 88.16 |
| 463 | 372 | 40 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 90.60 | 90.68 | 90.16 | 89.47 | 93.61 | 88.62 | 89.88 | 91.20 | 91.24 | 87.31 | 92.70 | 88.59 | 92.25 | 92.90 | 90.90 | 92.07 | 89.91 | 89.50 | 91.55 | 91.71 | 87.89 | 90.36 | 89.80 | 91.28 | 90.00 | 90.94 |
| 492 | 372 | 40 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 91.13 | 90.97 | 90.12 | 91.67 | 90.90 | 88.44 | 89.40 | 91.79 | 89.50 | 90.38 | 90.30 | 89.54 | 90.99 | 90.64 | 86.66 | 91.04 | 89.78 | 88.16 | 90.96 | 89.09 | 89.80 | 91.16 | 88.89 | 90.08 | 88.72 | 92.14 |
| 493 | 372 | 40 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 90.33 | 91.51 | 89.53 | 90.89 | 88.63 | 90.37 | 88.57 | 88.22 | 88.36 | 90.83 | 92.44 | 89.94 | 93.53 | 89.37 | 87.81 | 90.00 | 90.35 | 90.06 | 89.50 | 91.55 | 91.10 | 89.10 | 91.16 | 90.99 | 89.48 | 88.37 |
| 494 | 372 | 40 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.18 | 91.53 | 91.38 | 89.82 | 90.93 | 89.92 | 90.93 | 88.08 | 90.64 | 89.62 | 92.07 | 90.60 | 91.47 | 89.15 | 91.84 | 92.63 | 90.31 | 90.71 | 90.16 | 89.99 | 88.63 | 90.66 | 89.80 | 88.93 | 89.05 | 90.92 |
| 495 | 372 | 40 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 87.32 | 90.57 | 90.56 | 90.82 | 91.41 | 89.12 | 91.17 | 90.90 | 89.85 | 89.00 | 89.84 | 89.87 | 90.68 | 90.01 | 89.38 | 91.03 | 89.39 | 90.83 | 90.86 | 90.63 | 91.48 | 91.58 | 90.81 | 88.72 | 89.33 | 89.04 |
| 524 | 372 | 40 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 92.56 | 88.98 | 87.81 | 91.25 | 88.88 | 89.84 | 90.51 | 89.43 | 89.14 | 90.67 | 89.99 | 91.37 | 89.34 | 90.49 | 89.17 | 90.40 | 90.73 | 89.01 | 89.60 | 89.38 | 90.50 | 90.56 | 92.75 | 88.15 | 91.17 | 89.50 |
| 525 | 372 | 40 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 90.90 | 91.14 | 89.61 | 91.24 | 92.29 | 88.60 | 91.81 | 90.24 | 89.28 | 89.25 | 90.30 | 89.31 | 90.98 | 90.05 | 91.35 | 89.00 | 90.14 | 86.82 | 90.09 | 92.10 | 90.29 | 90.65 | 90.01 | 89.77 | 92.93 | 89.24 |
| 526 | 372 | 40 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 91.89 | 90.27 | 90.29 | 89.10 | 92.51 | 90.40 | 87.91 | 90.31 | 92.20 | 90.95 | 90.74 | 89.89 | 90.95 | 89.39 | 89.83 | 92.36 | 91.31 | 88.14 | 89.19 | 90.49 | 89.89 | 90.10 | 90.93 | 90.72 | 91.28 | 90.92 |
| 527 | 372 | 40 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 90.72 | 90.31 | 92.72 | 90.55 | 92.98 | 88.19 | 93.12 | 91.00 | 92.00 | 90.15 | 89.44 | 90.36 | 92.05 | 92.66 | 88.06 | 91.45 | 91.98 | 90.34 | 90.78 | 89.73 | 90.50 | 90.08 | 90.79 | 87.66 | 91.79 | 89.42 |
| 556 | 372 | 40 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.91 | 70.83 | 88.84 | 91.51 | 91.28 | 87.93 | 92.77 | 92.44 | 89.61 | 89.73 | 90.10 | 89.03 | 89.02 | 90.26 | 90.25 | 91.98 | 87.21 | 90.75 | 90.36 | 89.77 | 91.57 | 90.10 | 89.82 | 90.22 | 90.17 | 89.09 |
| 557 | 372 | 40 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 90.03 | 90.61 | 91.26 | 90.78 | 90.53 | 90.78 | 90.89 | 90.13 | 92.99 | 88.86 | 90.59 | 91.95 | 92.16 | 90.96 | 88.33 | 89.38 | 89.59 | 88.96 | 90.98 | 89.58 | 91.91 | 90.28 | 90.75 | 92.57 | 91.72 | 89.20 |
| 558 | 372 | 40 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 92.55 | 91.38 | 93.09 | 90.10 | 89.25 | 89.36 | 91.42 | 88.82 | 89.42 | 91.22 | 90.27 | 90.71 | 90.39 | 90.95 | 89.57 | 92.21 | 91.39 | 90.50 | 91.25 | 91.07 | 89.34 | 89.85 | 90.99 | 90.13 | 89.23 | 89.01 |
| 559 | 372 | 40 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 91.91 | 90.39 | 89.95 | 89.48 | 91.85 | 91.41 | 90.63 | 91.23 | 90.34 | 91.24 | 92.59 | 88.94 | 91.70 | 89.92 | 92.88 | 90.99 | 90.53 | 91.57 | 90.56 | 90.57 | 90.13 | 89.72 | 90.65 | 87.71 | 90.87 | 88.79 |
| 588 | 372 | 40 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.27 | 89.61 | 90.30 | 90.99 | 88.43 | 89.62 | 90.84 | 87.69 | 89.63 | 88.39 | 89.36 | 89.14 | 90.97 | 90.05 | 90.58 | 91.03 | 90.73 | 90.86 | 92.30 | 88.38 | 91.52 | 87.18 | 90.78 | 90.32 | 87.48 | 88.19 |
| 589 | 372 | 40 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.10 | 91.40 | 90.51 | 89.29 | 88.47 | 88.53 | 89.17 | 90.09 | 89.79 | 91.26 | 90.08 | 89.46 | 89.73 | 89.42 | 89.73 | 89.10 | 89.53 | 88.00 | 91.30 | 89.75 | 88.91 | 89.48 | 90.31 | 90.77 | 90.43 | 89.76 |
| 590 | 372 | 40 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 90.55 | 89.13 | 86.80 | 90.54 | 87.26 | 87.36 | 89.65 | 89.41 | 89.59 | 89.90 | 89.52 | 87.76 | 89.28 | 90.00 | 88.85 | 89.41 | 89.87 | 91.38 | 87.95 | 89.47 | 90.45 | 89.64 | 92.07 | 89.83 | 89.18 | 89.48 |
| 591 | 372 | 40 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.46 | 89.08 | 89.17 | 89.05 | 89.22 | 88.54 | 89.25 | 90.42 | 87.91 | 88.95 | 88.49 | 89.57 | 87.05 | 90.26 | 90.34 | 88.31 | 90.83 | 88.36 | 91.55 | 86.87 | 92.29 | 90.90 | 93.06 | 90.52 | 89.83 | 90.31 |
| 620 | 372 | 40 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.85 | 91.96 | 91.61 | 91.94 | 91.52 | 90.53 | 91.41 | 90.96 | 91.28 | 90.06 | 90.03 | 91.35 | 90.46 | 90.70 | 87.87 | 87.84 | 89.94 | 90.88 | 91.04 | 90.31 | 90.09 | 89.61 | 92.66 | 88.53 | 91.86 | 91.35 |
| 621 | 372 | 40 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.56 | 90.85 | 89.89 | 87.15 | 89.67 | 91.23 | 90.09 | 90.12 | 88.64 | 89.84 | 92.76 | 90.01 | 89.81 | 90.63 | 88.97 | 90.89 | 90.11 | 90.62 | 93.04 | 91.30 | 92.14 | 89.14 | 91.87 | 86.23 | 91.10 | 91.63 |
| 622 | 372 | 40 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.04 | 90.22 | 92.58 | 90.58 | 91.79 | 91.58 | 87.99 | 89.37 | 89.35 | 89.62 | 91.83 | 88.25 | 90.19 | 92.10 | 89.87 | 90.38 | 90.84 | 89.80 | 92.53 | 91.58 | 88.55 | 90.39 | 92.77 | 90.32 | 92.03 | 89.86 |
| 623 | 372 | 40 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.01 | 90.29 | 89.82 | 90.06 | 92.04 | 91.13 | 91.95 | 90.89 | 89.21 | 90.45 | 91.84 | 87.82 | 91.97 | 91.40 | 89.20 | 91.02 | 91.26 | 91.59 | 91.96 | 91.59 | 89.15 | 89.94 | 92.93 | 86.95 | 89.70 | 88.79 |
| 652 | 372 | 40 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.40 | 91.70 | 92.12 | 91.03 | 91.35 | 92.32 | 90.59 | 91.44 | 89.85 | 89.28 | 92.23 | 91.15 | 91.42 | 90.02 | 88.74 | 89.29 | 89.41 | 91.66 | 91.29 | 91.35 | 90.97 | 92.31 | 90.99 | 90.80 | 91.28 | 87.75 |
| 653 | 372 | 40 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.30 | 92.43 | 91.17 | 91.31 | 92.27 | 89.68 | 92.47 | 90.34 | 91.28 | 89.77 | 90.26 | 89.31 | 88.89 | 90.16 | 90.95 | 89.94 | 89.72 | 91.38 | 90.48 | 92.04 | 91.72 | 89.26 | 92.77 | 89.13 | 91.74 | 87.04 |
| 654 | 372 | 40 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.71 | 89.97 | 93.12 | 89.86 | 88.20 | 90.75 | 90.98 | 91.11 | 91.77 | 89.88 | 93.00 | 91.28 | 91.27 | 90.72 | 92.51 | 90.16 | 86.36 | 89.36 | 93.53 | 87.75 | 90.21 | 89.44 | 91.14 | 91.81 | 91.45 | 90.45 |
| 655 | 372 | 40 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 91.49 | 86.15 | 91.27 | 91.17 | 91.77 | 91.80 | 89.39 | 89.09 | 89.79 | 88.96 | 92.50 | 91.49 | 91.58 | 91.53 | 91.51 | 90.79 | 89.84 | 90.55 | 90.85 | 92.05 | 91.15 | 90.12 | 92.69 | 90.67 | 90.63 | 87.53 |
| 684 | 372 | 40 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 90.53 | 91.26 | 89.18 | 90.42 | 89.41 | 89.26 | 90.56 | 88.50 | 89.98 | 88.31 | 89.72 | 86.86 | 89.46 | 87.01 | 88.61 | 90.56 | 92.25 | 89.18 | 90.56 | 89.14 | 88.94 | 89.22 | 90.62 | 87.89 | 89.90 | 89.95 |
| 685 | 372 | 40 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 90.06 | 88.37 | 87.73 | 89.09 | 88.14 | 87.35 | 90.61 | 90.55 | 88.31 | 88.89 | 90.26 | 86.99 | 89.56 | 91.00 | 87.82 | 90.92 | 91.26 | 90.44 | 89.43 | 89.39 | 89.14 | 86.96 | 89.88 | 89.42 | 87.98 | 87.07 |
| 686 | 372 | 40 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.10 | 86.85 | 88.78 | 89.67 | 90.69 | 87.69 | 90.60 | 88.89 | 88.35 | 87.63 | 88.17 | 87.50 | 89.22 | 90.09 | 89.61 | 86.02 | 90.33 | 89.68 | 90.04 | 87.92 | 90.83 | 86.80 | 89.72 | 88.86 | 90.09 | 86.66 |
| 687 | 372 | 40 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 86.24 | 89.18 | 90.64 | 89.34 | 88.87 | 87.23 | 90.49 | 92.30 | 85.47 | 88.51 | 91.48 | 87.29 | 88.23 | 89.61 | 87.81 | 88.28 | 92.82 | 90.78 | 89.05 | 87.04 | 89.86 | 89.11 | 91.16 | 89.49 | 88.82 | 89.73 |
| 716 | 372 | 40 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 92.24 | 90.19 | 90.99 | 90.12 | 88.63 | 89.84 | 91.06 | 89.46 | 91.03 | 89.47 | 91.22 | 89.82 | 90.98 | 92.21 | 91.79 | 91.90 | 92.80 | 90.25 | 92.97 | 90.58 | 90.08 | 90.64 | 92.22 | 89.48 | 90.83 | 92.01 |
| 717 | 372 | 40 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 90.12 | 90.65 | 90.72 | 90.47 | 91.19 | 90.28 | 89.57 | 89.35 | 90.35 | 86.33 | 89.84 | 89.93 | 92.40 | 90.66 | 90.89 | 91.55 | 90.81 | 90.11 | 90.29 | 90.86 | 89.91 | 89.44 | 90.30 | 89.44 | 90.37 | 89.34 |
| 718 | 372 | 40 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.43 | 89.37 | 90.17 | 89.54 | 89.56 | 88.97 | 91.10 | 91.31 | 89.99 | 88.04 | 88.60 | 87.88 | 91.15 | 92.55 | 89.93 | 90.72 | 92.03 | 91.32 | 90.66 | 90.56 | 87.60 | 90.19 | 91.38 | 90.62 | 91.75 | 91.97 |
| 719 | 372 | 40 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 90.60 | 87.84 | 92.35 | 88.90 | 90.99 | 87.41 | 89.13 | 88.63 | 90.83 | 92.02 | 91.15 | 89.88 | 90.96 | 89.17 | 88.11 | 90.01 | 90.26 | 88.43 | 90.03 | 90.33 | 89.66 | 90.39 | 90.81 | 91.61 | 90.26 | 87.79 |
| 748 | 372 | 40 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 91.74 | 92.05 | 90.11 | 88.14 | 88.98 | 91.41 | 88.95 | 87.44 | 90.19 | 90.12 | 91.15 | 89.18 | 90.01 | 90.97 | 88.47 | 87.67 | 92.03 | 90.95 | 89.04 | 91.00 | 88.42 | 90.28 | 91.45 | 89.91 | 89.08 | 87.34 |
| 749 | 372 | 40 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 90.28 | 91.41 | 93.52 | 89.63 | 91.26 | 90.98 | 90.37 | 89.57 | 91.53 | 89.02 | 93.16 | 91.21 | 90.42 | 91.82 | 88.64 | 90.45 | 91.51 | 91.41 | 93.06 | 91.41 | 91.03 | 89.92 | 90.36 | 89.66 | 92.74 | 88.75 |
| 750 | 372 | 40 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 91.02 | 92.20 | 90.66 | 91.12 | 91.25 | 91.47 | 90.03 | 90.87 | 90.95 | 89.17 | 89.64 | 90.08 | 90.62 | 91.44 | 87.36 | 89.95 | 93.79 | 89.50 | 92.05 | 90.93 | 89.63 | 89.00 | 93.74 | 91.13 | 89.19 | 90.70 |
| 751 | 372 | 40 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 91.12 | 89.10 | 91.38 | 89.49 | 90.18 | 92.68 | 90.81 | 89.08 | 90.77 | 90.17 | 92.79 | 88.85 | 90.02 | 90.93 | 91.81 | 92.55 | 88.94 | 90.74 | 90.83 | 90.04 | 89.58 | 90.03 | 92.24 | 90.62 | 88.91 | 88.55 |
| 780 | 372 | 40 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 87.81 | 89.30 | 91.20 | 87.73 | 90.74 | 88.14 | 88.43 | 87.07 | 90.18 | 87.95 | 88.93 | 88.75 | 89.39 | 90.53 | 88.32 | 90.32 | 91.02 | 88.90 | 89.87 | 91.04 | 88.95 | 88.61 | 89.18 | 88.46 | 89.31 | 87.56 |
| 781 | 372 | 40 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.69 | 89.27 | 90.27 | 88.65 | 89.37 | 89.37 | 90.18 | 87.40 | 89.31 | 89.73 | 90.66 | 89.00 | 88.07 | 88.04 | 87.80 | 89.32 | 91.40 | 88.85 | 88.97 | 88.31 | 91.14 | 87.23 | 90.04 | 89.92 | 88.71 | 86.77 |
| 782 | 372 | 40 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.51 | 89.53 | 88.80 | 88.83 | 86.98 | 88.76 | 88.91 | 88.89 | 87.80 | 88.65 | 89.94 | 88.20 | 88.22 | 89.20 | 89.32 | 89.63 | 91.62 | 88.42 | 89.92 | 87.57 | 89.17 | 87.25 | 88.22 | 86.29 | 89.20 | 87.03 |
| 783 | 372 | 40 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.85 | 89.01 | 88.62 | 89.23 | 91.10 | 88.64 | 88.18 | 89.75 | 88.74 | 88.39 | 89.49 | 88.49 | 87.85 | 90.58 | 87.82 | 89.74 | 88.18 | 87.75 | 89.55 | 90.59 | 89.21 | 88.74 | 89.55 | 89.90 | 87.60 | 88.04 |
| 812 | 372 | 40 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.57 | 90.13 | 92.07 | 88.91 | 88.29 | 89.14 | 89.78 | 88.29 | 90.21 | 89.58 | 92.53 | 86.90 | 90.87 | 88.85 | 90.45 | 88.71 | 89.24 | 90.79 | 92.55 | 89.45 | 90.07 | 88.45 | 90.57 | 88.78 | 87.98 | 89.79 |
| 813 | 372 | 40 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 92.71 | 89.10 | 90.51 | 89.36 | 90.32 | 89.08 | 90.86 | 88.90 | 89.30 | 89.94 | 89.36 | 90.35 | 89.54 | 89.54 | 87.86 | 90.15 | 87.44 | 88.00 | 91.13 | 88.34 | 89.26 | 88.44 | 89.71 | 86.92 | 87.96 | 88.08 |
| 814 | 372 | 40 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 87.50 | 89.02 | 91.96 | 87.93 | 87.59 | 88.86 | 90.13 | 89.12 | 89.35 | 90.46 | 90.80 | 86.91 | 90.70 | 91.22 | 90.77 | 91.43 | 92.25 | 88.00 | 90.36 | 89.41 | 89.33 | 89.48 | 90.31 | 89.00 | 89.37 | 86.78 |
| 815 | 372 | 40 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.80 | 92.76 | 90.28 | 88.72 | 89.89 | 87.76 | 90.07 | 89.44 | 88.68 | 88.96 | 88.07 | 87.72 | 89.80 | 90.16 | 89.46 | 89.79 | 89.65 | 88.83 | 88.30 | 88.65 | 88.80 | 88.59 | 89.88 | 88.67 | 88.87 | 88.68 |
| 844 | 372 | 40 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 89.40 | 90.83 | 88.48 | 89.10 | 88.65 | 88.06 | 89.80 | 88.97 | 89.34 | 89.99 | 89.25 | 89.89 | 92.18 | 89.74 | 87.93 | 89.74 | 90.31 | 92.21 | 90.52 | 89.34 | 89.33 | 89.91 | 90.38 | 90.47 | 88.85 | 88.00 |
| 845 | 372 | 40 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.36 | 89.96 | 91.94 | 90.50 | 91.52 | 86.77 | 89.13 | 89.19 | 89.70 | 88.96 | 92.31 | 88.71 | 89.27 | 90.14 | 88.52 | 89.72 | 91.06 | 89.74 | 87.61 | 90.11 | 89.59 | 88.23 | 88.90 | 88.87 | 88.38 | 88.92 |
| 846 | 372 | 40 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.23 | 90.12 | 89.66 | 89.00 | 90.97 | 90.36 | 88.75 | 88.47 | 89.19 | 88.04 | 90.07 | 87.09 | 91.80 | 90.53 | 89.78 | 91.16 | 91.86 | 91.09 | 91.07 | 88.04 | 88.74 | 90.16 | 90.23 | 90.66 | 89.70 | 88.02 |
| 847 | 372 | 40 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.71 | 89.65 | 90.83 | 90.24 | 86.41 | 89.23 | 89.07 | 88.96 | 87.92 | 88.12 | 89.39 | 89.42 | 90.62 | 87.31 | 90.14 | 89.91 | 91.52 | 89.29 | 89.26 | 89.07 | 89.31 | 88.03 | 90.67 | 90.56 | 88.29 | 87.64 |
| 876 | 372 | 40 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.09 | 89.51 | 89.04 | 89.64 | 89.55 | 89.59 | 88.43 | 88.48 | 88.92 | 87.97 | 92.29 | 88.68 | 90.12 | 87.44 | 90.66 | 90.03 | 91.94 | 88.90 | 90.26 | 88.93 | 89.21 | 88.81 | 89.64 | 90.81 | 91.01 | 86.89 |
| 877 | 372 | 40 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.85 | 88.91 | 90.33 | 89.39 | 91.20 | 89.65 | 90.29 | 89.43 | 89.83 | 90.27 | 90.40 | 88.61 | 88.41 | 90.81 | 90.81 | 89.66 | 90.64 | 90.34 | 88.46 | 89.60 | 87.71 | 88.20 | 93.22 | 90.28 | 88.16 | 90.20 |
| 878 | 372 | 40 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.35 | 89.49 | 89.65 | 89.81 | 88.97 | 89.71 | 91.46 | 89.17 | 90.21 | 90.39 | 89.58 | 89.34 | 91.30 | 90.59 | 85.56 | 89.91 | 91.05 | 90.36 | 86.65 | 89.37 | 91.08 | 89.46 | 90.37 | 89.15 | 87.81 | 89.37 |
| 879 | 372 | 40 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 91.11 | 89.60 | 91.94 | 90.28 | 91.31 | 88.84 | 90.34 | 89.47 | 90.58 | 88.30 | 90.83 | 90.07 | 89.45 | 90.00 | 88.15 | 89.72 | 90.91 | 92.62 | 90.27 | 89.68 | 89.13 | 88.00 | 91.74 | 88.41 | 89.22 | 86.49 |
| 908 | 372 | 40 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.02 | 90.04 | 89.72 | 90.50 | 90.79 | 89.49 | 90.14 | 89.83 | 90.96 | 91.33 | 91.46 | 91.03 | 90.07 | 91.14 | 91.09 | 88.90 | 91.77 | 90.88 | 91.94 | 89.23 | 92.69 | 88.69 | 93.16 | 89.20 | 93.26 | 90.35 |
| 909 | 372 | 40 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.30 | 90.18 | 91.33 | 92.02 | 89.54 | 90.68 | 89.99 | 91.79 | 89.67 | 88.36 | 90.53 | 90.95 | 90.94 | 91.03 | 89.93 | 90.26 | 90.62 | 90.71 | 91.55 | 88.26 | 90.37 | 89.86 | 91.50 | 89.21 | 90.68 | 89.44 |
| 910 | 372 | 40 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.28 | 90.96 | 90.48 | 91.92 | 92.05 | 88.36 | 90.87 | 91.25 | 87.88 | 91.13 | 90.17 | 91.70 | 89.79 | 90.78 | 89.81 | 90.02 | 90.09 | 92.18 | 89.24 | 90.37 | 90.09 | 89.79 | 91.17 | 89.32 | 90.65 | 92.31 |
| 911 | 372 | 40 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.50 | 88.80 | 91.65 | 91.70 | 91.56 | 90.67 | 90.17 | 89.21 | 90.39 | 91.36 | 92.24 | 92.16 | 90.87 | 89.83 | 89.86 | 89.60 | 91.73 | 91.50 | 92.03 | 92.07 | 91.07 | 90.04 | 92.30 | 90.94 | 90.01 | 91.31 |
| 940 | 372 | 40 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.28 | 91.58 | 90.15 | 91.07 | 90.95 | 92.48 | 90.41 | 91.09 | 91.17 | 89.41 | 92.51 | 92.14 | 90.57 | 89.89 | 90.19 | 90.41 | 90.44 | 91.54 | 92.46 | 90.49 | 90.13 | 88.66 | 93.46 | 89.92 | 92.10 | 91.18 |
| 941 | 372 | 40 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.88 | 92.09 | 89.99 | 92.01 | 91.08 | 91.25 | 92.10 | 90.46 | 92.38 | 91.43 | 91.15 | 89.35 | 89.53 | 92.32 | 88.95 | 88.32 | 91.07 | 91.82 | 92.06 | 89.31 | 90.80 | 90.11 | 92.67 | 90.33 | 92.06 | 87.00 |
| 942 | 372 | 40 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.76 | 91.52 | 93.23 | 91.29 | 91.94 | 90.53 | 91.20 | 90.38 | 90.02 | 90.47 | 92.05 | 92.66 | 90.24 | 90.40 | 90.03 | 90.92 | 91.34 | 90.65 | 90.85 | 91.20 | 93.23 | 89.91 | 92.16 | 90.33 | 91.39 | 90.02 |
| 943 | 372 | 40 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 91.53 | 91.54 | 92.85 | 91.02 | 91.13 | 90.26 | 89.91 | 88.44 | 91.07 | 92.08 | 90.27 | 90.49 | 91.76 | 90.29 | 92.41 | 91.81 | 92.91 | 90.94 | 91.40 | 91.69 | 91.33 | 92.08 | 91.50 | 90.30 | 91.00 | 91.19 |
| 972 | 372 | 40 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 90.28 | 88.03 | 87.62 | 88.91 | 88.79 | 89.73 | 90.06 | 90.82 | 87.68 | 89.81 | 87.85 | 88.10 | 88.67 | 91.24 | 89.00 | 89.20 | 90.34 | 91.55 | 89.92 | 89.94 | 90.30 | 88.35 | 89.68 | 88.27 | 84.91 | 86.10 |
| 973 | 372 | 40 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.83 | 89.35 | 89.08 | 89.21 | 88.83 | 88.32 | 87.32 | 91.39 | 89.81 | 88.66 | 91.82 | 90.75 | 89.48 | 90.87 | 89.92 | 89.27 | 91.63 | 90.62 | 89.85 | 88.81 | 90.89 | 86.31 | 92.23 | 89.18 | 92.21 | 89.47 |
| 974 | 372 | 40 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 90.50 | 88.07 | 91.16 | 90.82 | 90.33 | 90.02 | 90.94 | 89.17 | 90.83 | 88.38 | 90.86 | 87.04 | 88.65 | 88.18 | 89.82 | 89.14 | 87.33 | 88.55 | 89.64 | 87.85 | 88.96 | 88.89 | 89.39 | 88.71 | 88.69 | 91.57 |
| 975 | 372 | 40 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 91.50 | 89.30 | 90.56 | 90.08 | 89.27 | 89.58 | 90.83 | 89.23 | 89.78 | 89.94 | 91.01 | 88.30 | 90.90 | 88.83 | 90.60 | 91.29 | 90.14 | 90.64 | 86.78 | 88.70 | 90.76 | 86.87 | 88.81 | 89.58 | 92.25 | 90.63 |
| 1004 | 372 | 40 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 90.99 | 90.85 | 91.46 | 89.31 | 91.48 | 86.68 | 91.50 | 89.14 | 90.23 | 90.69 | 90.24 | 86.17 | 91.15 | 88.24 | 87.76 | 89.95 | 89.05 | 89.94 | 90.78 | 88.52 | 89.10 | 89.22 | 92.48 | 89.04 | 87.50 | 90.19 |
| 1005 | 372 | 40 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.58 | 90.58 | 91.59 | 90.27 | 90.29 | 88.67 | 91.57 | 89.17 | 91.10 | 89.18 | 90.69 | 90.05 | 89.46 | 92.49 | 91.08 | 91.45 | 91.81 | 90.94 | 90.16 | 89.64 | 89.51 | 90.97 | 91.92 | 90.95 | 88.42 | 89.27 |
| 1006 | 372 | 40 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 90.69 | 92.06 | 91.37 | 90.45 | 90.98 | 90.02 | 91.11 | 90.28 | 91.81 | 90.76 | 92.47 | 89.42 | 91.29 | 89.72 | 89.04 | 91.26 | 91.01 | 92.40 | 92.14 | 90.04 | 91.94 | 91.22 | 92.13 | 90.63 | 93.03 | 90.99 |
| 1007 | 372 | 40 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 92.09 | 88.48 | 89.76 | 90.25 | 90.06 | 89.84 | 91.34 | 87.45 | 91.76 | 90.76 | 89.84 | 90.10 | 92.52 | 88.86 | 91.83 | 90.99 | 89.91 | 89.51 | 90.72 | 91.77 | 91.11 | 89.83 | 92.64 | 90.39 | 91.64 | 87.92 |
| 1036 | 372 | 40 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 89.32 | 91.14 | 91.20 | 91.00 | 91.55 | 90.80 | 90.31 | 90.85 | 89.76 | 89.51 | 92.22 | 90.39 | 90.67 | 86.77 | 86.31 | 89.12 | 91.19 | 89.12 | 89.68 | 92.47 | 90.27 | 89.69 | 94.04 | 90.17 | 90.66 | 91.93 |
| 1037 | 372 | 40 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 92.27 | 91.80 | 93.28 | 91.50 | 90.16 | 91.23 | 91.10 | 89.32 | 88.78 | 90.59 | 91.91 | 89.21 | 92.17 | 91.34 | 88.98 | 90.91 | 91.14 | 90.22 | 92.31 | 90.96 | 91.48 | 90.30 | 89.66 | 92.12 | 90.77 | 90.12 |
| 1038 | 372 | 40 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 91.69 | 92.26 | 90.39 | 89.77 | 90.01 | 89.53 | 92.41 | 91.71 | 90.00 | 89.83 | 92.50 | 89.93 | 90.87 | 91.34 | 91.28 | 91.74 | 90.29 | 86.91 | 91.66 | 92.49 | 92.87 | 90.45 | 90.76 | 90.23 | 91.95 | 92.89 |
| 1039 | 372 | 40 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 92.68 | 92.25 | 90.76 | 90.09 | 92.74 | 90.30 | 91.32 | 89.79 | 89.39 | 90.31 | 91.79 | 90.69 | 91.34 | 91.08 | 87.29 | 90.40 | 91.06 | 90.49 | 91.30 | 91.33 | 89.84 | 87.87 | 93.99 | 90.71 | 91.31 | 90.08 |
| 1068 | 372 | 40 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 90.73 | 89.79 | 88.76 | 88.65 | 88.50 | 88.14 | 87.46 | 90.03 | 90.74 | 88.56 | 88.12 | 89.02 | 88.68 | 90.94 | 89.31 | 89.40 | 91.23 | 90.95 | 89.76 | 87.53 | 90.73 | 87.44 | 90.30 | 87.89 | 90.42 | 88.83 |
| 1069 | 372 | 40 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.75 | 86.48 | 88.33 | 88.88 | 89.93 | 88.93 | 89.99 | 88.39 | 87.61 | 89.79 | 87.11 | 90.18 | 89.82 | 90.53 | 87.84 | 88.27 | 88.83 | 87.99 | 90.45 | 86.80 | 89.47 | 89.62 | 88.80 | 86.09 | 91.19 | 87.35 |
| 1070 | 372 | 40 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 88.30 | 90.08 | 88.60 | 87.88 | 88.73 | 85.01 | 88.70 | 88.77 | 89.58 | 87.28 | 88.74 | 87.60 | 87.35 | 86.95 | 87.85 | 89.28 | 89.16 | 86.95 | 91.02 | 88.00 | 89.60 | 86.59 | 87.86 | 88.32 | 88.04 | 89.15 |
| 1071 | 372 | 40 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.24 | 87.76 | 88.04 | 88.96 | 90.47 | 87.79 | 87.89 | 89.29 | 87.52 | 87.64 | 88.01 | 87.01 | 88.10 | 89.29 | 89.71 | 89.54 | 89.40 | 87.23 | 88.12 | 88.82 | 88.93 | 84.91 | 91.84 | 90.22 | 88.88 | 87.32 |
| 1100 | 372 | 40 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 88.76 | 86.93 | 90.20 | 88.18 | 89.57 | 91.09 | 89.20 | 89.87 | 88.93 | 89.61 | 90.16 | 89.79 | 90.64 | 89.57 | 89.21 | 89.38 | 89.65 | 89.85 | 89.73 | 89.15 | 89.27 | 89.71 | 91.48 | 89.60 | 88.80 | 89.34 |
| 1101 | 372 | 40 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.37 | 90.17 | 89.13 | 89.59 | 89.70 | 88.94 | 90.13 | 90.34 | 88.32 | 91.13 | 92.35 | 90.55 | 90.27 | 90.97 | 89.68 | 89.75 | 91.80 | 90.23 | 90.77 | 90.55 | 89.35 | 89.55 | 89.60 | 89.07 | 94.02 | 88.84 |
| 1102 | 372 | 40 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 88.43 | 90.70 | 89.50 | 89.55 | 90.78 | 86.50 | 89.49 | 89.09 | 89.83 | 88.72 | 88.99 | 87.49 | 90.95 | 90.29 | 87.11 | 89.40 | 90.74 | 91.20 | 89.15 | 90.08 | 89.29 | 88.54 | 91.95 | 90.00 | 89.37 | 87.35 |
| 1103 | 372 | 40 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 87.07 | 89.40 | 89.91 | 88.60 | 88.83 | 88.53 | 89.16 | 89.09 | 87.32 | 88.81 | 88.87 | 89.09 | 89.47 | 88.40 | 88.49 | 90.85 | 89.54 | 90.34 | 91.51 | 89.73 | 89.98 | 87.97 | 90.73 | 88.58 | 88.88 | 87.65 |
| 1132 | 372 | 40 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 93.02 | 89.24 | 90.61 | 88.31 | 91.11 | 90.56 | 89.97 | 88.36 | 91.37 | 89.56 | 90.82 | 90.48 | 90.20 | 91.02 | 87.57 | 88.63 | 89.52 | 88.25 | 91.35 | 91.15 | 90.55 | 89.23 | 90.82 | 88.53 | 88.00 | 90.29 |
| 1133 | 372 | 40 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 90.59 | 90.01 | 89.86 | 90.87 | 89.04 | 90.13 | 92.25 | 87.96 | 90.25 | 88.25 | 91.91 | 88.31 | 89.87 | 89.80 | 90.34 | 88.34 | 91.46 | 90.26 | 89.96 | 90.32 | 90.34 | 89.61 | 91.53 | 90.16 | 89.27 | 87.37 |
| 1134 | 372 | 40 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 91.24 | 88.62 | 91.13 | 90.07 | 89.79 | 89.57 | 90.32 | 88.80 | 88.34 | 90.74 | 91.36 | 89.59 | 90.33 | 93.01 | 89.36 | 90.05 | 91.88 | 90.90 | 89.05 | 90.19 | 90.68 | 89.63 | 92.03 | 91.35 | 89.66 | 88.51 |
| 1135 | 372 | 40 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 90.25 | 89.37 | 90.29 | 89.45 | 90.34 | 91.74 | 88.72 | 84.95 | 90.32 | 89.27 | 89.38 | 90.32 | 89.36 | 91.74 | 89.13 | 90.79 | 90.51 | 88.42 | 92.44 | 89.97 | 92.86 | 88.82 | 90.41 | 92.05 | 89.49 | 88.75 |
The global mean maximum row:
| mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | average_map | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 655 | 88.37 | 87.78 | 88.81 | 87.50 | 88.33 | 89.71 | 87.95 | 88.85 | 87.54 | 87.60 | 89.46 | 89.93 | 87.82 | 88.66 | 90.22 | 88.71 | 89.08 | 88.53 | 90.97 | 89.99 | 86.13 | 88.38 | 88.98 | 86.74 | 87.84 | 87.28 | 88.506154 |
| 591 | 87.76 | 88.73 | 87.46 | 87.74 | 88.89 | 88.41 | 87.65 | 88.22 | 88.64 | 89.63 | 88.23 | 88.68 | 88.71 | 87.57 | 89.01 | 86.79 | 88.43 | 87.55 | 89.63 | 89.14 | 87.78 | 87.53 | 90.16 | 88.13 | 89.14 | 89.76 | 88.437308 |
| 911 | 87.10 | 87.62 | 88.42 | 89.25 | 87.92 | 88.31 | 88.38 | 88.76 | 89.37 | 89.19 | 88.21 | 88.71 | 88.39 | 88.51 | 89.21 | 88.85 | 89.07 | 88.37 | 90.18 | 90.19 | 87.80 | 87.79 | 87.55 | 86.67 | 86.85 | 87.73 | 88.400000 |
| 622 | 88.03 | 88.98 | 87.56 | 89.22 | 87.22 | 90.21 | 87.86 | 88.31 | 87.97 | 87.30 | 89.83 | 89.41 | 87.99 | 87.30 | 88.45 | 88.90 | 87.54 | 88.25 | 89.99 | 89.71 | 86.27 | 86.22 | 88.94 | 89.81 | 88.71 | 86.53 | 88.327308 |
| 653 | 88.79 | 87.94 | 88.91 | 88.48 | 88.02 | 87.73 | 88.61 | 89.49 | 88.25 | 87.58 | 89.17 | 88.74 | 87.65 | 88.07 | 90.40 | 88.32 | 88.54 | 88.52 | 89.18 | 88.03 | 85.69 | 87.48 | 90.41 | 86.11 | 88.54 | 86.21 | 88.263846 |
| 588 | 88.50 | 88.70 | 88.17 | 89.66 | 87.06 | 88.76 | 89.22 | 87.87 | 89.61 | 87.77 | 89.08 | 89.06 | 88.26 | 88.40 | 89.82 | 88.79 | 88.51 | 89.50 | 89.03 | 89.12 | 86.91 | 85.19 | 85.42 | 86.99 | 88.13 | 86.69 | 88.239231 |
| 879 | 88.60 | 88.80 | 87.98 | 88.98 | 88.53 | 88.47 | 87.42 | 88.57 | 89.46 | 88.30 | 90.76 | 89.11 | 88.78 | 87.61 | 88.12 | 89.47 | 88.03 | 90.52 | 88.93 | 90.18 | 85.84 | 86.07 | 88.60 | 84.06 | 86.33 | 86.61 | 88.235769 |
| 684 | 89.33 | 89.64 | 87.21 | 88.16 | 87.85 | 89.22 | 88.69 | 88.29 | 88.14 | 87.85 | 88.37 | 88.08 | 89.44 | 87.34 | 88.73 | 88.67 | 88.07 | 86.79 | 89.50 | 89.06 | 86.49 | 86.65 | 88.66 | 86.16 | 87.81 | 89.51 | 88.219615 |
| 716 | 88.04 | 89.31 | 87.35 | 88.00 | 87.33 | 89.23 | 88.07 | 89.00 | 88.33 | 88.30 | 88.47 | 89.37 | 88.90 | 88.92 | 88.35 | 88.47 | 90.04 | 87.22 | 89.56 | 88.73 | 86.10 | 86.58 | 88.10 | 85.15 | 87.91 | 88.62 | 88.209615 |
| 620 | 86.85 | 88.57 | 88.92 | 89.37 | 87.91 | 89.72 | 89.64 | 87.97 | 87.96 | 88.04 | 88.13 | 90.23 | 89.13 | 86.42 | 88.50 | 87.69 | 89.08 | 87.95 | 89.15 | 88.86 | 85.84 | 86.70 | 88.52 | 85.43 | 88.57 | 87.95 | 88.196154 |
Model performance on validation data (Mann-Whitney U Test)
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues_mw = []
pvalues_real_mw = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
pvalues_real_mw.append(p_value_mw)
pvalues_mw.append((p_value_mw >= 0.05)*1)
dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw
dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')
max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 876 | 372 | 40 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.34 | 88.38 | 86.67 | 87.17 | 87.28 | 88.90 | 87.31 | 88.42 | 88.26 | 87.72 | 89.74 | 89.70 | 87.95 | 87.55 | 87.07 | 88.23 | 90.22 | 89.24 | 90.23 | 89.03 | 85.22 | 86.82 | 88.55 | 87.01 | 88.68 | 85.82 |
| 877 | 372 | 40 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.13 | 88.78 | 87.35 | 88.56 | 88.03 | 87.46 | 88.88 | 88.00 | 89.13 | 88.25 | 88.69 | 88.38 | 89.52 | 88.22 | 88.50 | 87.14 | 87.77 | 88.57 | 87.80 | 89.18 | 85.71 | 86.36 | 89.94 | 87.24 | 85.96 | 86.99 |
| 878 | 372 | 40 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.00 | 88.88 | 87.70 | 88.40 | 87.95 | 88.43 | 88.84 | 88.79 | 88.65 | 88.93 | 89.48 | 88.41 | 88.02 | 88.63 | 86.91 | 88.63 | 87.89 | 87.77 | 87.97 | 88.70 | 88.03 | 86.07 | 89.05 | 87.27 | 86.03 | 85.69 |
| 879 | 372 | 40 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.60 | 88.80 | 87.98 | 88.98 | 88.53 | 88.47 | 87.42 | 88.57 | 89.46 | 88.30 | 90.76 | 89.11 | 88.78 | 87.61 | 88.12 | 89.47 | 88.03 | 90.52 | 88.93 | 90.18 | 85.84 | 86.07 | 88.60 | 84.06 | 86.33 | 86.61 |
| 973 | 372 | 40 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.32 | 88.72 | 87.12 | 86.53 | 89.13 | 87.68 | 85.69 | 87.80 | 89.24 | 85.62 | 89.34 | 89.27 | 86.68 | 88.59 | 89.45 | 88.44 | 88.76 | 89.72 | 87.96 | 87.79 | 86.11 | 85.55 | 88.96 | 85.66 | 88.72 | 86.43 |
| 975 | 372 | 40 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.61 | 89.25 | 88.03 | 87.83 | 87.01 | 88.60 | 89.19 | 87.18 | 87.47 | 87.91 | 89.29 | 89.16 | 90.41 | 87.19 | 88.75 | 88.25 | 89.18 | 88.20 | 88.08 | 89.59 | 86.24 | 84.58 | 87.35 | 88.03 | 88.76 | 87.12 |
| 588 | 372 | 40 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.50 | 88.70 | 88.17 | 89.66 | 87.06 | 88.76 | 89.22 | 87.87 | 89.61 | 87.77 | 89.08 | 89.06 | 88.26 | 88.40 | 89.82 | 88.79 | 88.51 | 89.50 | 89.03 | 89.12 | 86.91 | 85.19 | 85.42 | 86.99 | 88.13 | 86.69 |
| 589 | 372 | 40 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.39 | 88.58 | 88.95 | 88.19 | 87.39 | 88.22 | 87.21 | 87.99 | 87.49 | 88.68 | 89.41 | 89.60 | 88.73 | 86.37 | 88.03 | 88.83 | 87.71 | 87.47 | 89.73 | 89.33 | 87.19 | 85.78 | 89.52 | 87.70 | 87.12 | 89.26 |
| 590 | 372 | 40 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.97 | 88.50 | 86.65 | 89.23 | 87.87 | 87.57 | 88.69 | 87.74 | 87.57 | 87.55 | 89.17 | 87.19 | 88.07 | 87.67 | 88.06 | 87.86 | 88.08 | 88.46 | 90.31 | 88.94 | 85.21 | 87.90 | 89.71 | 85.99 | 86.16 | 88.29 |
| 591 | 372 | 40 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.76 | 88.73 | 87.46 | 87.74 | 88.89 | 88.41 | 87.65 | 88.22 | 88.64 | 89.63 | 88.23 | 88.68 | 88.71 | 87.57 | 89.01 | 86.79 | 88.43 | 87.55 | 89.63 | 89.14 | 87.78 | 87.53 | 90.16 | 88.13 | 89.14 | 89.76 |
| 684 | 372 | 40 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 89.33 | 89.64 | 87.21 | 88.16 | 87.85 | 89.22 | 88.69 | 88.29 | 88.14 | 87.85 | 88.37 | 88.08 | 89.44 | 87.34 | 88.73 | 88.67 | 88.07 | 86.79 | 89.50 | 89.06 | 86.49 | 86.65 | 88.66 | 86.16 | 87.81 | 89.51 |
| 908 | 372 | 40 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.28 | 88.49 | 86.46 | 88.18 | 87.93 | 88.14 | 86.71 | 89.24 | 89.34 | 88.25 | 88.24 | 89.94 | 87.76 | 86.98 | 88.02 | 86.92 | 89.13 | 88.52 | 89.86 | 88.12 | 87.26 | 86.59 | 87.89 | 86.36 | 89.14 | 86.00 |
| 910 | 372 | 40 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.93 | 87.62 | 88.02 | 88.85 | 87.52 | 88.34 | 88.08 | 88.94 | 88.24 | 88.66 | 88.45 | 87.53 | 87.24 | 88.89 | 89.46 | 89.37 | 87.70 | 88.06 | 88.14 | 88.19 | 87.10 | 88.37 | 87.94 | 85.50 | 88.84 | 89.38 |
| 911 | 372 | 40 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.10 | 87.62 | 88.42 | 89.25 | 87.92 | 88.31 | 88.38 | 88.76 | 89.37 | 89.19 | 88.21 | 88.71 | 88.39 | 88.51 | 89.21 | 88.85 | 89.07 | 88.37 | 90.18 | 90.19 | 87.80 | 87.79 | 87.55 | 86.67 | 86.85 | 87.73 |
| 1005 | 372 | 40 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.63 | 87.70 | 89.66 | 88.35 | 88.14 | 87.16 | 88.36 | 86.85 | 88.32 | 86.67 | 90.05 | 90.20 | 87.91 | 87.81 | 89.47 | 89.54 | 89.03 | 88.49 | 88.69 | 87.67 | 86.04 | 87.29 | 86.92 | 86.12 | 86.39 | 84.51 |
| 620 | 372 | 40 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.85 | 88.57 | 88.92 | 89.37 | 87.91 | 89.72 | 89.64 | 87.97 | 87.96 | 88.04 | 88.13 | 90.23 | 89.13 | 86.42 | 88.50 | 87.69 | 89.08 | 87.95 | 89.15 | 88.86 | 85.84 | 86.70 | 88.52 | 85.43 | 88.57 | 87.95 |
| 621 | 372 | 40 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.28 | 88.94 | 87.69 | 85.82 | 88.84 | 89.02 | 87.97 | 88.81 | 88.24 | 88.33 | 89.51 | 89.20 | 88.15 | 87.62 | 89.81 | 88.52 | 86.59 | 88.67 | 89.26 | 89.26 | 86.72 | 87.38 | 86.99 | 85.05 | 86.33 | 86.61 |
| 622 | 372 | 40 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.03 | 88.98 | 87.56 | 89.22 | 87.22 | 90.21 | 87.86 | 88.31 | 87.97 | 87.30 | 89.83 | 89.41 | 87.99 | 87.30 | 88.45 | 88.90 | 87.54 | 88.25 | 89.99 | 89.71 | 86.27 | 86.22 | 88.94 | 89.81 | 88.71 | 86.53 |
| 623 | 372 | 40 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.37 | 89.79 | 89.81 | 88.14 | 88.46 | 88.22 | 89.20 | 88.71 | 87.79 | 86.67 | 89.31 | 88.93 | 88.94 | 87.66 | 88.17 | 88.98 | 87.85 | 88.72 | 89.76 | 89.42 | 84.55 | 86.59 | 87.59 | 83.93 | 87.22 | 86.14 |
| 716 | 372 | 40 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.04 | 89.31 | 87.35 | 88.00 | 87.33 | 89.23 | 88.07 | 89.00 | 88.33 | 88.30 | 88.47 | 89.37 | 88.90 | 88.92 | 88.35 | 88.47 | 90.04 | 87.22 | 89.56 | 88.73 | 86.10 | 86.58 | 88.10 | 85.15 | 87.91 | 88.62 |
| 718 | 372 | 40 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.24 | 87.48 | 86.53 | 87.91 | 87.95 | 89.65 | 87.07 | 87.68 | 88.19 | 87.72 | 88.65 | 88.54 | 88.97 | 87.55 | 88.40 | 88.90 | 89.73 | 87.95 | 88.37 | 87.89 | 85.51 | 86.25 | 89.05 | 87.65 | 88.41 | 89.40 |
| 940 | 372 | 40 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.25 | 89.07 | 86.61 | 88.37 | 88.24 | 89.00 | 86.76 | 89.43 | 88.15 | 87.96 | 88.82 | 89.23 | 89.94 | 88.07 | 89.02 | 89.29 | 87.64 | 88.33 | 89.23 | 88.75 | 84.69 | 86.12 | 88.69 | 85.82 | 87.52 | 88.19 |
| 941 | 372 | 40 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.35 | 88.40 | 87.25 | 87.68 | 87.18 | 88.96 | 87.90 | 88.11 | 88.32 | 89.68 | 88.66 | 88.52 | 89.09 | 88.27 | 87.79 | 88.34 | 89.46 | 88.78 | 89.48 | 88.09 | 86.99 | 85.46 | 86.74 | 88.25 | 88.02 | 83.65 |
| 942 | 372 | 40 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.45 | 87.06 | 89.16 | 88.38 | 89.35 | 88.32 | 89.01 | 88.48 | 88.08 | 87.76 | 89.65 | 89.66 | 89.48 | 87.97 | 86.43 | 88.48 | 87.28 | 87.33 | 88.16 | 89.32 | 88.45 | 87.73 | 84.79 | 87.15 | 86.90 | 86.29 |
| 943 | 372 | 40 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.63 | 89.62 | 87.45 | 86.91 | 86.93 | 89.26 | 87.47 | 88.40 | 88.41 | 88.82 | 89.34 | 89.01 | 88.17 | 87.95 | 89.18 | 87.13 | 89.31 | 88.74 | 88.52 | 88.67 | 86.64 | 86.31 | 86.54 | 86.73 | 86.08 | 87.82 |
| 1038 | 372 | 40 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.43 | 88.25 | 88.55 | 86.23 | 87.60 | 87.58 | 88.54 | 88.52 | 86.60 | 87.61 | 90.02 | 87.90 | 88.53 | 88.55 | 87.84 | 87.82 | 88.74 | 87.71 | 89.13 | 88.94 | 86.74 | 85.97 | 86.61 | 86.52 | 88.98 | 89.20 |
| 652 | 372 | 40 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.43 | 89.85 | 88.33 | 87.74 | 86.91 | 88.64 | 87.73 | 88.00 | 87.66 | 87.60 | 89.22 | 88.96 | 90.47 | 86.56 | 87.56 | 89.83 | 88.52 | 88.14 | 89.22 | 88.64 | 86.97 | 89.71 | 85.27 | 89.40 | 87.13 | 83.24 |
| 653 | 372 | 40 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.79 | 87.94 | 88.91 | 88.48 | 88.02 | 87.73 | 88.61 | 89.49 | 88.25 | 87.58 | 89.17 | 88.74 | 87.65 | 88.07 | 90.40 | 88.32 | 88.54 | 88.52 | 89.18 | 88.03 | 85.69 | 87.48 | 90.41 | 86.11 | 88.54 | 86.21 |
| 655 | 372 | 40 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.37 | 87.78 | 88.81 | 87.50 | 88.33 | 89.71 | 87.95 | 88.85 | 87.54 | 87.60 | 89.46 | 89.93 | 87.82 | 88.66 | 90.22 | 88.71 | 89.08 | 88.53 | 90.97 | 89.99 | 86.13 | 88.38 | 88.98 | 86.74 | 87.84 | 87.28 |
Size of the All data: (144, 29)
Size of the Sig data: (29, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 16 | 372 | 40 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.09 | 89.51 | 89.04 | 89.64 | 89.55 | 89.59 | 88.43 | 88.48 | 88.92 | 87.97 | 92.29 | 88.68 | 90.12 | 87.44 | 90.66 | 90.03 | 91.94 | 88.90 | 90.26 | 88.93 | 89.21 | 88.81 | 89.64 | 90.81 | 91.01 | 86.89 |
| 21 | 372 | 40 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.85 | 88.91 | 90.33 | 89.39 | 91.20 | 89.65 | 90.29 | 89.43 | 89.83 | 90.27 | 90.40 | 88.61 | 88.41 | 90.81 | 90.81 | 89.66 | 90.64 | 90.34 | 88.46 | 89.60 | 87.71 | 88.20 | 93.22 | 90.28 | 88.16 | 90.20 |
| 14 | 372 | 40 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.35 | 89.49 | 89.65 | 89.81 | 88.97 | 89.71 | 91.46 | 89.17 | 90.21 | 90.39 | 89.58 | 89.34 | 91.30 | 90.59 | 85.56 | 89.91 | 91.05 | 90.36 | 86.65 | 89.37 | 91.08 | 89.46 | 90.37 | 89.15 | 87.81 | 89.37 |
| 6 | 372 | 40 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 91.11 | 89.60 | 91.94 | 90.28 | 91.31 | 88.84 | 90.34 | 89.47 | 90.58 | 88.30 | 90.83 | 90.07 | 89.45 | 90.00 | 88.15 | 89.72 | 90.91 | 92.62 | 90.27 | 89.68 | 89.13 | 88.00 | 91.74 | 88.41 | 89.22 | 86.49 |
| 28 | 372 | 40 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.83 | 89.35 | 89.08 | 89.21 | 88.83 | 88.32 | 87.32 | 91.39 | 89.81 | 88.66 | 91.82 | 90.75 | 89.48 | 90.87 | 89.92 | 89.27 | 91.63 | 90.62 | 89.85 | 88.81 | 90.89 | 86.31 | 92.23 | 89.18 | 92.21 | 89.47 |
| 13 | 372 | 40 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 91.50 | 89.30 | 90.56 | 90.08 | 89.27 | 89.58 | 90.83 | 89.23 | 89.78 | 89.94 | 91.01 | 88.30 | 90.90 | 88.83 | 90.60 | 91.29 | 90.14 | 90.64 | 86.78 | 88.70 | 90.76 | 86.87 | 88.81 | 89.58 | 92.25 | 90.63 |
| 5 | 372 | 40 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.27 | 89.61 | 90.30 | 90.99 | 88.43 | 89.62 | 90.84 | 87.69 | 89.63 | 88.39 | 89.36 | 89.14 | 90.97 | 90.05 | 90.58 | 91.03 | 90.73 | 90.86 | 92.30 | 88.38 | 91.52 | 87.18 | 90.78 | 90.32 | 87.48 | 88.19 |
| 12 | 372 | 40 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.10 | 91.40 | 90.51 | 89.29 | 88.47 | 88.53 | 89.17 | 90.09 | 89.79 | 91.26 | 90.08 | 89.46 | 89.73 | 89.42 | 89.73 | 89.10 | 89.53 | 88.00 | 91.30 | 89.75 | 88.91 | 89.48 | 90.31 | 90.77 | 90.43 | 89.76 |
| 26 | 372 | 40 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 90.55 | 89.13 | 86.80 | 90.54 | 87.26 | 87.36 | 89.65 | 89.41 | 89.59 | 89.90 | 89.52 | 87.76 | 89.28 | 90.00 | 88.85 | 89.41 | 89.87 | 91.38 | 87.95 | 89.47 | 90.45 | 89.64 | 92.07 | 89.83 | 89.18 | 89.48 |
| 1 | 372 | 40 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.46 | 89.08 | 89.17 | 89.05 | 89.22 | 88.54 | 89.25 | 90.42 | 87.91 | 88.95 | 88.49 | 89.57 | 87.05 | 90.26 | 90.34 | 88.31 | 90.83 | 88.36 | 91.55 | 86.87 | 92.29 | 90.90 | 93.06 | 90.52 | 89.83 | 90.31 |
| 7 | 372 | 40 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 90.53 | 91.26 | 89.18 | 90.42 | 89.41 | 89.26 | 90.56 | 88.50 | 89.98 | 88.31 | 89.72 | 86.86 | 89.46 | 87.01 | 88.61 | 90.56 | 92.25 | 89.18 | 90.56 | 89.14 | 88.94 | 89.22 | 90.62 | 87.89 | 89.90 | 89.95 |
| 19 | 372 | 40 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.02 | 90.04 | 89.72 | 90.50 | 90.79 | 89.49 | 90.14 | 89.83 | 90.96 | 91.33 | 91.46 | 91.03 | 90.07 | 91.14 | 91.09 | 88.90 | 91.77 | 90.88 | 91.94 | 89.23 | 92.69 | 88.69 | 93.16 | 89.20 | 93.26 | 90.35 |
| 10 | 372 | 40 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.28 | 90.96 | 90.48 | 91.92 | 92.05 | 88.36 | 90.87 | 91.25 | 87.88 | 91.13 | 90.17 | 91.70 | 89.79 | 90.78 | 89.81 | 90.02 | 90.09 | 92.18 | 89.24 | 90.37 | 90.09 | 89.79 | 91.17 | 89.32 | 90.65 | 92.31 |
| 2 | 372 | 40 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.50 | 88.80 | 91.65 | 91.70 | 91.56 | 90.67 | 90.17 | 89.21 | 90.39 | 91.36 | 92.24 | 92.16 | 90.87 | 89.83 | 89.86 | 89.60 | 91.73 | 91.50 | 92.03 | 92.07 | 91.07 | 90.04 | 92.30 | 90.94 | 90.01 | 91.31 |
| 27 | 372 | 40 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.58 | 90.58 | 91.59 | 90.27 | 90.29 | 88.67 | 91.57 | 89.17 | 91.10 | 89.18 | 90.69 | 90.05 | 89.46 | 92.49 | 91.08 | 91.45 | 91.81 | 90.94 | 90.16 | 89.64 | 89.51 | 90.97 | 91.92 | 90.95 | 88.42 | 89.27 |
| 9 | 372 | 40 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.85 | 91.96 | 91.61 | 91.94 | 91.52 | 90.53 | 91.41 | 90.96 | 91.28 | 90.06 | 90.03 | 91.35 | 90.46 | 90.70 | 87.87 | 87.84 | 89.94 | 90.88 | 91.04 | 90.31 | 90.09 | 89.61 | 92.66 | 88.53 | 91.86 | 91.35 |
| 24 | 372 | 40 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.56 | 90.85 | 89.89 | 87.15 | 89.67 | 91.23 | 90.09 | 90.12 | 88.64 | 89.84 | 92.76 | 90.01 | 89.81 | 90.63 | 88.97 | 90.89 | 90.11 | 90.62 | 93.04 | 91.30 | 92.14 | 89.14 | 91.87 | 86.23 | 91.10 | 91.63 |
| 3 | 372 | 40 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.04 | 90.22 | 92.58 | 90.58 | 91.79 | 91.58 | 87.99 | 89.37 | 89.35 | 89.62 | 91.83 | 88.25 | 90.19 | 92.10 | 89.87 | 90.38 | 90.84 | 89.80 | 92.53 | 91.58 | 88.55 | 90.39 | 92.77 | 90.32 | 92.03 | 89.86 |
| 18 | 372 | 40 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.01 | 90.29 | 89.82 | 90.06 | 92.04 | 91.13 | 91.95 | 90.89 | 89.21 | 90.45 | 91.84 | 87.82 | 91.97 | 91.40 | 89.20 | 91.02 | 91.26 | 91.59 | 91.96 | 91.59 | 89.15 | 89.94 | 92.93 | 86.95 | 89.70 | 88.79 |
| 8 | 372 | 40 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 92.24 | 90.19 | 90.99 | 90.12 | 88.63 | 89.84 | 91.06 | 89.46 | 91.03 | 89.47 | 91.22 | 89.82 | 90.98 | 92.21 | 91.79 | 91.90 | 92.80 | 90.25 | 92.97 | 90.58 | 90.08 | 90.64 | 92.22 | 89.48 | 90.83 | 92.01 |
| 20 | 372 | 40 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.43 | 89.37 | 90.17 | 89.54 | 89.56 | 88.97 | 91.10 | 91.31 | 89.99 | 88.04 | 88.60 | 87.88 | 91.15 | 92.55 | 89.93 | 90.72 | 92.03 | 91.32 | 90.66 | 90.56 | 87.60 | 90.19 | 91.38 | 90.62 | 91.75 | 91.97 |
| 11 | 372 | 40 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.28 | 91.58 | 90.15 | 91.07 | 90.95 | 92.48 | 90.41 | 91.09 | 91.17 | 89.41 | 92.51 | 92.14 | 90.57 | 89.89 | 90.19 | 90.41 | 90.44 | 91.54 | 92.46 | 90.49 | 90.13 | 88.66 | 93.46 | 89.92 | 92.10 | 91.18 |
| 25 | 372 | 40 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.88 | 92.09 | 89.99 | 92.01 | 91.08 | 91.25 | 92.10 | 90.46 | 92.38 | 91.43 | 91.15 | 89.35 | 89.53 | 92.32 | 88.95 | 88.32 | 91.07 | 91.82 | 92.06 | 89.31 | 90.80 | 90.11 | 92.67 | 90.33 | 92.06 | 87.00 |
| 17 | 372 | 40 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.76 | 91.52 | 93.23 | 91.29 | 91.94 | 90.53 | 91.20 | 90.38 | 90.02 | 90.47 | 92.05 | 92.66 | 90.24 | 90.40 | 90.03 | 90.92 | 91.34 | 90.65 | 90.85 | 91.20 | 93.23 | 89.91 | 92.16 | 90.33 | 91.39 | 90.02 |
| 23 | 372 | 40 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 91.53 | 91.54 | 92.85 | 91.02 | 91.13 | 90.26 | 89.91 | 88.44 | 91.07 | 92.08 | 90.27 | 90.49 | 91.76 | 90.29 | 92.41 | 91.81 | 92.91 | 90.94 | 91.40 | 91.69 | 91.33 | 92.08 | 91.50 | 90.30 | 91.00 | 91.19 |
| 22 | 372 | 40 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 91.69 | 92.26 | 90.39 | 89.77 | 90.01 | 89.53 | 92.41 | 91.71 | 90.00 | 89.83 | 92.50 | 89.93 | 90.87 | 91.34 | 91.28 | 91.74 | 90.29 | 86.91 | 91.66 | 92.49 | 92.87 | 90.45 | 90.76 | 90.23 | 91.95 | 92.89 |
| 15 | 372 | 40 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.40 | 91.70 | 92.12 | 91.03 | 91.35 | 92.32 | 90.59 | 91.44 | 89.85 | 89.28 | 92.23 | 91.15 | 91.42 | 90.02 | 88.74 | 89.29 | 89.41 | 91.66 | 91.29 | 91.35 | 90.97 | 92.31 | 90.99 | 90.80 | 91.28 | 87.75 |
| 4 | 372 | 40 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.30 | 92.43 | 91.17 | 91.31 | 92.27 | 89.68 | 92.47 | 90.34 | 91.28 | 89.77 | 90.26 | 89.31 | 88.89 | 90.16 | 90.95 | 89.94 | 89.72 | 91.38 | 90.48 | 92.04 | 91.72 | 89.26 | 92.77 | 89.13 | 91.74 | 87.04 |
| 0 | 372 | 40 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 91.49 | 86.15 | 91.27 | 91.17 | 91.77 | 91.80 | 89.39 | 89.09 | 89.79 | 88.96 | 92.50 | 91.49 | 91.58 | 91.53 | 91.51 | 90.79 | 89.84 | 90.55 | 90.85 | 92.05 | 91.15 | 90.12 | 92.69 | 90.67 | 90.63 | 87.53 |
Size of the test data: (29, 34)
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_19 | 89.173103 | 0.812809 |
| mAP_valid_abs_values_11 | 89.129310 | 0.646617 |
| mAP_valid_abs_values_12 | 88.987931 | 0.742185 |
| mAP_valid_abs_values_20 | 88.914828 | 0.684312 |
| mAP_valid_abs_values_2 | 88.601034 | 0.717119 |
| mAP_valid_abs_values_13 | 88.589655 | 0.886593 |
| mAP_valid_abs_values_6 | 88.583448 | 0.752696 |
| mAP_valid_abs_values_15 | 88.576897 | 0.960789 |
| mAP_valid_abs_values_17 | 88.516552 | 0.858867 |
| mAP_valid_abs_values_16 | 88.453793 | 0.777819 |
| mAP_valid_abs_values_8 | 88.359310 | 0.616794 |
| mAP_valid_abs_values_18 | 88.347241 | 0.775509 |
| mAP_valid_abs_values_9 | 88.290345 | 0.693580 |
| mAP_valid_abs_values_4 | 88.097586 | 0.931058 |
| mAP_valid_abs_values_7 | 88.072414 | 0.899046 |
| mAP_valid_abs_values_23 | 88.049655 | 1.455108 |
| mAP_valid_abs_values_10 | 87.998276 | 0.857505 |
| mAP_valid_abs_values_3 | 87.888966 | 0.939359 |
| mAP_valid_abs_values_5 | 87.888621 | 0.659771 |
| mAP_valid_abs_values_14 | 87.824138 | 0.701409 |
| mAP_valid_abs_values | 87.806897 | 0.761071 |
| mAP_valid_abs_values_25 | 87.662759 | 1.070517 |
| mAP_valid_abs_values_26 | 87.135172 | 1.702390 |
| mAP_valid_abs_values_22 | 86.738621 | 1.090955 |
| mAP_valid_abs_values_24 | 86.642414 | 1.366590 |
| mAP_valid_abs_values_21 | 86.421379 | 0.959068 |
We then apply the hyperparameters to the test set and average the results.
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
optimal_params.to_csv('optimal_params_40bit.csv',index=False)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_23 | 91.801034 | 1.152601 |
| mAP_test_abs_values_11 | 90.945172 | 1.233371 |
| mAP_test_abs_values_17 | 90.928276 | 0.966056 |
| mAP_test_abs_values_19 | 90.777586 | 1.659924 |
| mAP_test_abs_values_25 | 90.663448 | 1.474404 |
| mAP_test_abs_values_18 | 90.574828 | 1.270969 |
| mAP_test_abs_values_3 | 90.559655 | 1.349768 |
| mAP_test_abs_values_14 | 90.519310 | 1.306454 |
| mAP_test_abs_values_21 | 90.484828 | 1.470410 |
| mAP_test_abs_values_7 | 90.447241 | 1.244387 |
| mAP_test_abs_values_4 | 90.384483 | 1.056512 |
| mAP_test_abs_values_5 | 90.355862 | 1.367170 |
| mAP_test_abs_values_2 | 90.316207 | 1.379245 |
| average_map | 90.304523 | 0.555434 |
| mAP_test_abs_values_20 | 90.225862 | 1.348797 |
| mAP_test_abs_values_13 | 90.198621 | 1.081427 |
| mAP_test_abs_values | 90.154483 | 1.224350 |
| mAP_test_abs_values_16 | 90.145862 | 1.080474 |
| mAP_test_abs_values_9 | 90.048966 | 1.010051 |
| mAP_test_abs_values_8 | 89.924138 | 1.052855 |
| mAP_test_abs_values_15 | 89.908276 | 1.380474 |
| mAP_test_abs_values_6 | 89.907586 | 1.271300 |
| mAP_test_abs_values_12 | 89.832069 | 1.487660 |
| mAP_test_abs_values_26 | 89.799655 | 1.765981 |
| mAP_test_abs_values_10 | 89.794828 | 1.112448 |
| mAP_test_abs_values_24 | 89.689310 | 1.180439 |
| mAP_test_abs_values_22 | 89.530000 | 1.364918 |
Code
def extract_number(text):
if isinstance(text, str):
matches = re.findall(r'\d+', text)
return int(matches[0]) if matches else 1
return 1
res_valid_mwu_40['id'] = res_valid_mwu_40.index.to_series().apply(extract_number)
res_test_mwu_40['id'] = res_test_mwu_40.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid_mwu_40,res_test_mwu_40])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test_mwu_40 = res_test_mwu_40.sort_values(by=['id']).reset_index().query("index !='average_map'")
res_valid_mwu_40 = res_valid_mwu_40.reset_index(drop=True)
res_valid_mwu_40.columns = ['valid_score', 'std', 'id']
res_valid_mwu_40 = res_valid_mwu_40[['valid_score', 'id']]
res_test_mwu_40.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_40 = res_test_mwu_40[['test_score', 'id']]
result_merged_mwu_40 = pd.merge(res_valid_mwu_40,res_test_mwu_40,on='id')
result_merged_mwu_40.sort_values(by=['valid_score'], ascending=False,inplace=True)
result_merged_mwu_40 = result_merged_mwu_40[['id','valid_score','test_score']]
html_table = result_merged_mwu_40.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))| id | valid_score | test_score | |
|---|---|---|---|
| 0 | 19 | 89.173103 | 90.777586 |
| 1 | 11 | 89.129310 | 90.945172 |
| 2 | 12 | 88.987931 | 89.832069 |
| 3 | 20 | 88.914828 | 90.225862 |
| 4 | 2 | 88.601034 | 90.316207 |
| 5 | 13 | 88.589655 | 90.198621 |
| 6 | 6 | 88.583448 | 89.907586 |
| 7 | 15 | 88.576897 | 89.908276 |
| 8 | 17 | 88.516552 | 90.928276 |
| 9 | 16 | 88.453793 | 90.145862 |
| 10 | 8 | 88.359310 | 89.924138 |
| 11 | 18 | 88.347241 | 90.574828 |
| 12 | 9 | 88.290345 | 90.048966 |
| 13 | 4 | 88.097586 | 90.384483 |
| 14 | 7 | 88.072414 | 90.447241 |
| 15 | 23 | 88.049655 | 91.801034 |
| 16 | 10 | 87.998276 | 89.794828 |
| 17 | 3 | 87.888966 | 90.559655 |
| 18 | 5 | 87.888621 | 90.355862 |
| 19 | 14 | 87.824138 | 90.519310 |
| 20 | 1 | 87.806897 | 90.154483 |
| 21 | 25 | 87.662759 | 90.663448 |
| 22 | 26 | 87.135172 | 89.799655 |
| 23 | 22 | 86.738621 | 89.530000 |
| 24 | 24 | 86.642414 | 89.689310 |
| 25 | 21 | 86.421379 | 90.484828 |
Code
#%%
dt_valid = pd.read_csv(f"final paper results/merged_validation_runs_wide_format_abs_30082024_top100_{layer_vsn}.csv")
dt_test = pd.read_csv(f"final paper results/merged_test_runs_wide_format_abs_30082024_top100_{layer_vsn}.csv")
output_size = 56
query = (
"output_size == @output_size "
)
dt_valid = dt_valid.query(query)
dt_test = dt_test.query(query)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 20 | 372 | 56 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 83.70 | 85.00 | 86.68 | 85.90 | 86.78 | 86.39 | 86.40 | 84.82 | 84.02 | 85.14 | 86.37 | 84.25 | 85.19 | 86.25 | 84.33 | 87.04 | 84.78 | 85.23 | 86.44 | 87.05 | 83.56 | 83.43 | 81.72 | 82.97 | 82.85 | 83.12 |
| 21 | 372 | 56 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 85.42 | 84.21 | 86.12 | 86.92 | 86.20 | 87.07 | 85.00 | 85.90 | 86.78 | 85.28 | 87.85 | 85.51 | 85.82 | 86.39 | 86.62 | 88.74 | 86.65 | 85.40 | 87.81 | 86.86 | 84.48 | 84.08 | 85.69 | 84.13 | 85.44 | 83.39 |
| 22 | 372 | 56 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 84.53 | 86.24 | 85.60 | 85.85 | 85.95 | 85.40 | 86.25 | 86.25 | 87.05 | 86.96 | 84.37 | 86.67 | 86.21 | 87.58 | 86.52 | 86.57 | 82.83 | 84.76 | 86.07 | 85.89 | 85.69 | 84.66 | 85.51 | 86.78 | 83.69 | 83.04 |
| 23 | 372 | 56 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 84.66 | 87.44 | 84.85 | 87.81 | 86.88 | 86.07 | 86.86 | 85.66 | 85.10 | 85.43 | 87.26 | 86.01 | 87.14 | 85.15 | 85.11 | 87.39 | 89.04 | 87.25 | 86.67 | 87.14 | 82.98 | 82.57 | 83.93 | 82.43 | 84.71 | 83.85 |
| 52 | 372 | 56 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.42 | 85.93 | 86.18 | 86.55 | 85.76 | 85.90 | 86.14 | 88.20 | 83.78 | 84.62 | 86.05 | 85.15 | 85.36 | 84.98 | 83.46 | 87.60 | 85.59 | 86.71 | 87.52 | 87.03 | 83.64 | 81.99 | 82.99 | 81.51 | 84.54 | 83.63 |
| 53 | 372 | 56 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 83.74 | 86.47 | 86.32 | 87.19 | 85.86 | 86.17 | 85.34 | 86.63 | 84.96 | 86.14 | 87.61 | 87.59 | 88.75 | 86.70 | 89.00 | 86.77 | 83.95 | 84.70 | 86.55 | 88.04 | 83.93 | 84.59 | 85.96 | 84.62 | 86.39 | 86.31 |
| 54 | 372 | 56 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.33 | 87.35 | 87.39 | 87.29 | 85.32 | 87.86 | 87.90 | 85.63 | 85.26 | 88.16 | 88.11 | 87.71 | 84.39 | 85.97 | 87.02 | 86.74 | 86.13 | 87.58 | 88.53 | 86.93 | 86.08 | 83.74 | 83.95 | 84.17 | 88.13 | 84.21 |
| 55 | 372 | 56 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.57 | 87.65 | 86.97 | 86.42 | 85.76 | 88.75 | 86.75 | 87.18 | 87.84 | 85.82 | 88.75 | 86.78 | 85.08 | 87.32 | 88.20 | 87.43 | 85.04 | 87.17 | 88.05 | 87.89 | 85.74 | 84.86 | 88.47 | 83.69 | 86.71 | 24.01 |
| 84 | 372 | 56 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.57 | 86.80 | 87.33 | 87.86 | 85.04 | 86.90 | 86.24 | 86.75 | 86.77 | 87.43 | 87.41 | 86.73 | 85.50 | 82.98 | 84.55 | 87.05 | 86.23 | 86.43 | 87.05 | 85.29 | 82.86 | 83.79 | 83.58 | 84.14 | 86.04 | 85.29 |
| 85 | 372 | 56 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 85.70 | 86.89 | 85.93 | 87.30 | 86.34 | 84.99 | 88.03 | 86.42 | 86.19 | 83.71 | 86.53 | 87.59 | 87.46 | 86.86 | 85.37 | 88.83 | 87.09 | 87.99 | 88.41 | 87.80 | 83.24 | 86.15 | 85.31 | 84.71 | 84.85 | 86.15 |
| 86 | 372 | 56 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.39 | 86.69 | 85.51 | 86.26 | 87.32 | 88.02 | 87.22 | 84.13 | 87.82 | 88.24 | 87.74 | 88.70 | 88.12 | 87.49 | 86.26 | 85.00 | 86.62 | 86.87 | 86.42 | 87.80 | 83.17 | 85.06 | 84.35 | 85.92 | 85.29 | 83.58 |
| 87 | 372 | 56 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.14 | 84.99 | 87.89 | 86.75 | 86.88 | 87.21 | 87.44 | 85.54 | 87.11 | 89.42 | 87.97 | 86.86 | 86.01 | 87.34 | 87.39 | 87.23 | 85.63 | 88.46 | 88.65 | 86.51 | 84.54 | 84.42 | 84.23 | 84.58 | 83.54 | 83.89 |
| 116 | 372 | 56 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.45 | 87.79 | 85.65 | 88.80 | 86.13 | 84.79 | 86.12 | 84.46 | 86.37 | 86.14 | 89.39 | 87.05 | 85.77 | 86.91 | 85.73 | 87.61 | 85.11 | 86.91 | 86.49 | 88.22 | 84.35 | 82.32 | 84.78 | 83.83 | 84.45 | 85.78 |
| 117 | 372 | 56 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 84.73 | 87.05 | 86.14 | 87.55 | 86.80 | 87.86 | 87.19 | 84.25 | 86.77 | 84.80 | 89.39 | 88.32 | 87.00 | 88.65 | 86.40 | 87.40 | 86.77 | 86.47 | 87.48 | 86.27 | 82.92 | 84.23 | 86.62 | 83.47 | 85.74 | 85.60 |
| 118 | 372 | 56 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.17 | 88.31 | 86.72 | 87.24 | 86.82 | 87.48 | 86.42 | 88.59 | 86.37 | 85.52 | 88.70 | 88.14 | 86.16 | 86.66 | 84.72 | 86.51 | 86.77 | 87.76 | 88.30 | 88.12 | 84.28 | 83.88 | 83.31 | 82.95 | 85.24 | 85.93 |
| 119 | 372 | 56 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 86.77 | 86.69 | 84.64 | 87.46 | 86.93 | 86.91 | 85.78 | 87.38 | 86.06 | 86.91 | 87.34 | 90.36 | 85.31 | 87.28 | 87.01 | 88.65 | 86.81 | 86.47 | 88.40 | 88.29 | 85.42 | 85.73 | 85.06 | 84.40 | 84.76 | 84.29 |
| 148 | 372 | 56 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 84.59 | 86.79 | 86.20 | 86.24 | 84.27 | 86.14 | 84.65 | 88.21 | 84.63 | 85.36 | 86.95 | 88.24 | 84.53 | 87.04 | 84.61 | 88.07 | 86.74 | 85.12 | 87.67 | 85.70 | 87.51 | 84.23 | 83.32 | 84.78 | 83.72 | 83.28 |
| 149 | 372 | 56 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 85.43 | 88.05 | 86.34 | 85.73 | 83.42 | 86.14 | 86.87 | 88.38 | 84.74 | 86.29 | 86.62 | 87.48 | 87.10 | 88.43 | 88.50 | 87.47 | 87.79 | 85.79 | 87.98 | 86.29 | 84.79 | 84.07 | 83.86 | 86.57 | 85.73 | 88.67 |
| 150 | 372 | 56 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.97 | 86.87 | 85.31 | 86.94 | 87.01 | 87.76 | 86.73 | 87.41 | 87.83 | 86.26 | 89.64 | 89.44 | 88.95 | 87.26 | 87.16 | 88.48 | 86.92 | 87.79 | 86.58 | 88.78 | 85.44 | 84.46 | 86.38 | 85.00 | 85.08 | 84.43 |
| 151 | 372 | 56 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.92 | 88.74 | 86.49 | 89.33 | 86.59 | 89.19 | 86.78 | 87.40 | 87.55 | 88.20 | 88.12 | 88.27 | 85.29 | 88.91 | 88.09 | 88.61 | 87.24 | 89.51 | 86.16 | 87.11 | 86.32 | 85.14 | 86.17 | 82.88 | 84.21 | 85.64 |
| 180 | 372 | 56 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 85.12 | 85.30 | 86.48 | 87.43 | 83.89 | 86.58 | 87.30 | 81.51 | 87.39 | 87.38 | 87.20 | 86.50 | 87.86 | 85.02 | 85.81 | 24.01 | 87.39 | 88.81 | 86.46 | 85.78 | 84.05 | 86.48 | 83.80 | 85.50 | 82.80 | 82.59 |
| 181 | 372 | 56 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.85 | 86.82 | 86.08 | 86.46 | 87.46 | 88.53 | 87.10 | 85.15 | 86.46 | 88.35 | 87.37 | 87.99 | 88.50 | 88.49 | 87.58 | 88.06 | 88.39 | 85.31 | 86.25 | 89.20 | 85.86 | 84.13 | 84.14 | 87.91 | 85.71 | 86.43 |
| 182 | 372 | 56 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.09 | 85.73 | 87.01 | 87.32 | 87.46 | 89.03 | 88.35 | 24.01 | 86.21 | 88.27 | 87.77 | 86.69 | 86.59 | 86.14 | 87.16 | 87.71 | 86.67 | 87.25 | 84.60 | 88.16 | 87.65 | 83.55 | 84.54 | 85.37 | 84.33 | 85.61 |
| 183 | 372 | 56 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.50 | 89.67 | 86.84 | 86.91 | 86.43 | 87.44 | 86.41 | 88.47 | 87.18 | 87.46 | 88.19 | 87.08 | 88.79 | 84.59 | 84.70 | 87.65 | 88.80 | 86.01 | 88.41 | 86.74 | 84.68 | 86.20 | 85.94 | 86.33 | 85.04 | 85.77 |
| 212 | 372 | 56 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 86.11 | 87.18 | 85.53 | 87.99 | 86.99 | 87.33 | 86.64 | 85.39 | 85.73 | 87.35 | 88.14 | 87.17 | 86.26 | 86.12 | 83.67 | 85.52 | 88.02 | 86.81 | 84.01 | 86.74 | 86.50 | 83.20 | 84.50 | 84.72 | 84.42 | 81.73 |
| 213 | 372 | 56 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 85.81 | 87.30 | 87.61 | 87.00 | 87.54 | 87.98 | 86.03 | 87.37 | 87.39 | 87.62 | 87.22 | 88.16 | 86.78 | 86.48 | 87.63 | 86.95 | 86.71 | 87.79 | 86.19 | 86.41 | 84.97 | 84.59 | 86.82 | 85.60 | 85.10 | 83.38 |
| 214 | 372 | 56 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 85.14 | 87.39 | 86.34 | 86.11 | 86.20 | 87.27 | 87.19 | 84.59 | 87.63 | 88.78 | 89.24 | 86.94 | 87.34 | 86.39 | 84.55 | 86.08 | 86.11 | 87.44 | 86.01 | 87.10 | 86.18 | 82.82 | 88.43 | 84.19 | 81.97 | 87.42 |
| 215 | 372 | 56 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 85.91 | 85.99 | 84.81 | 86.62 | 86.27 | 86.83 | 87.59 | 85.45 | 87.45 | 85.67 | 88.81 | 87.76 | 87.11 | 87.22 | 87.12 | 88.01 | 87.85 | 89.27 | 87.46 | 86.43 | 87.33 | 83.27 | 85.25 | 85.25 | 84.34 | 83.94 |
| 244 | 372 | 56 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 85.68 | 84.26 | 86.64 | 84.66 | 86.97 | 86.17 | 86.34 | 84.51 | 86.48 | 86.18 | 85.77 | 86.62 | 87.16 | 87.32 | 85.22 | 88.53 | 87.99 | 88.13 | 87.32 | 86.79 | 85.99 | 84.52 | 86.25 | 82.11 | 86.35 | 84.74 |
| 245 | 372 | 56 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 87.36 | 86.32 | 86.37 | 88.08 | 85.69 | 87.45 | 89.14 | 87.47 | 88.01 | 85.46 | 86.00 | 87.91 | 87.20 | 86.81 | 85.39 | 88.14 | 86.44 | 87.29 | 88.02 | 87.55 | 84.61 | 84.82 | 86.34 | 86.06 | 84.74 | 85.12 |
| 246 | 372 | 56 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 85.64 | 86.98 | 86.22 | 24.01 | 87.91 | 87.41 | 86.96 | 87.24 | 86.70 | 87.02 | 87.65 | 87.29 | 86.35 | 87.74 | 87.81 | 88.67 | 88.17 | 88.38 | 86.22 | 87.01 | 83.88 | 84.91 | 88.33 | 85.34 | 83.60 | 84.76 |
| 247 | 372 | 56 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 86.25 | 88.00 | 86.52 | 87.05 | 86.57 | 86.66 | 86.69 | 84.74 | 86.95 | 86.57 | 88.62 | 87.30 | 88.05 | 88.11 | 87.28 | 89.86 | 88.06 | 87.18 | 87.42 | 86.97 | 81.88 | 84.23 | 84.39 | 86.19 | 83.94 | 85.21 |
| 276 | 372 | 56 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 87.66 | 87.28 | 79.60 | 87.00 | 86.48 | 88.79 | 86.38 | 86.70 | 84.14 | 87.65 | 86.84 | 86.95 | 84.63 | 85.90 | 86.36 | 86.75 | 86.99 | 86.35 | 88.55 | 87.49 | 83.11 | 84.98 | 85.09 | 86.59 | 84.53 | 84.03 |
| 277 | 372 | 56 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 85.14 | 86.30 | 87.78 | 87.21 | 85.82 | 87.35 | 87.52 | 88.19 | 87.48 | 88.21 | 86.10 | 87.95 | 85.97 | 86.50 | 87.91 | 89.70 | 87.66 | 89.43 | 88.62 | 88.42 | 84.79 | 85.43 | 82.57 | 82.27 | 83.13 | 84.44 |
| 278 | 372 | 56 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 87.32 | 86.72 | 88.01 | 86.43 | 85.86 | 87.70 | 86.93 | 88.73 | 86.31 | 85.39 | 86.63 | 87.40 | 87.82 | 86.85 | 87.54 | 88.67 | 86.92 | 86.67 | 86.78 | 86.57 | 83.76 | 86.75 | 85.54 | 84.89 | 87.63 | 85.88 |
| 279 | 372 | 56 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 86.74 | 87.29 | 86.91 | 87.95 | 86.00 | 86.05 | 87.81 | 87.08 | 89.32 | 87.00 | 87.67 | 88.03 | 90.16 | 85.51 | 86.86 | 88.30 | 87.59 | 86.27 | 88.05 | 87.91 | 86.18 | 84.68 | 83.68 | 83.59 | 84.14 | 86.84 |
| 308 | 372 | 56 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 84.46 | 87.53 | 85.62 | 84.32 | 85.09 | 87.87 | 84.72 | 84.97 | 84.57 | 84.20 | 86.56 | 85.46 | 87.69 | 87.59 | 83.48 | 85.05 | 83.15 | 85.57 | 87.66 | 87.11 | 83.32 | 83.80 | 83.69 | 84.95 | 85.04 | 82.06 |
| 309 | 372 | 56 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 85.76 | 86.58 | 86.76 | 85.12 | 87.13 | 86.34 | 86.10 | 87.62 | 87.59 | 86.84 | 88.19 | 89.69 | 87.43 | 84.46 | 88.15 | 88.41 | 89.12 | 87.16 | 87.41 | 90.96 | 86.91 | 82.80 | 85.50 | 85.11 | 86.50 | 84.50 |
| 310 | 372 | 56 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.80 | 87.68 | 86.19 | 86.34 | 85.82 | 87.41 | 85.98 | 88.41 | 86.07 | 87.81 | 89.36 | 89.19 | 88.44 | 87.15 | 86.69 | 87.85 | 86.95 | 87.58 | 87.60 | 89.07 | 83.99 | 82.92 | 85.62 | 83.68 | 81.90 | 84.09 |
| 311 | 372 | 56 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.47 | 86.14 | 84.85 | 85.69 | 84.82 | 87.36 | 84.34 | 88.56 | 86.33 | 87.07 | 89.79 | 86.27 | 87.53 | 88.61 | 86.78 | 87.26 | 86.82 | 85.60 | 88.16 | 88.42 | 83.20 | 83.59 | 85.90 | 84.78 | 85.30 | 83.29 |
| 340 | 372 | 56 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 85.78 | 86.05 | 86.55 | 85.85 | 86.24 | 88.43 | 85.04 | 86.76 | 85.61 | 85.41 | 86.78 | 86.35 | 84.13 | 86.38 | 85.67 | 86.65 | 85.33 | 87.68 | 89.00 | 86.61 | 83.44 | 83.06 | 87.11 | 84.55 | 84.08 | 84.68 |
| 341 | 372 | 56 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 79.97 | 88.37 | 86.73 | 86.22 | 87.55 | 87.75 | 89.86 | 88.83 | 87.75 | 86.55 | 87.87 | 87.67 | 88.14 | 86.22 | 87.99 | 88.20 | 86.18 | 86.96 | 86.52 | 85.20 | 81.91 | 85.85 | 83.14 | 85.11 | 84.87 | 85.23 |
| 342 | 372 | 56 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.10 | 87.58 | 85.95 | 85.87 | 87.00 | 86.81 | 88.14 | 86.22 | 87.10 | 85.53 | 86.51 | 87.57 | 87.11 | 84.43 | 88.50 | 86.34 | 87.08 | 86.00 | 87.56 | 88.96 | 83.34 | 83.75 | 84.31 | 85.16 | 84.17 | 85.97 |
| 343 | 372 | 56 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.55 | 87.20 | 86.04 | 88.85 | 85.42 | 87.15 | 86.91 | 88.17 | 87.73 | 87.64 | 88.52 | 88.78 | 87.20 | 87.22 | 87.26 | 87.90 | 85.36 | 87.82 | 87.29 | 89.21 | 87.23 | 85.62 | 86.67 | 84.93 | 84.45 | 85.25 |
| 372 | 372 | 56 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 85.67 | 85.91 | 83.89 | 84.69 | 86.58 | 87.57 | 85.95 | 88.09 | 87.38 | 84.82 | 86.65 | 85.46 | 85.60 | 86.11 | 85.49 | 86.85 | 88.11 | 85.86 | 86.29 | 86.84 | 82.65 | 81.76 | 83.63 | 83.15 | 84.09 | 82.61 |
| 373 | 372 | 56 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.30 | 86.88 | 86.53 | 86.93 | 87.30 | 88.25 | 85.83 | 87.12 | 86.99 | 87.49 | 88.18 | 87.57 | 86.39 | 87.51 | 84.62 | 87.00 | 85.15 | 89.18 | 87.76 | 86.43 | 84.72 | 85.63 | 85.98 | 85.74 | 85.16 | 85.12 |
| 374 | 372 | 56 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.61 | 86.53 | 85.37 | 88.29 | 85.63 | 86.83 | 84.90 | 86.47 | 87.21 | 87.99 | 87.38 | 89.70 | 87.96 | 88.00 | 86.36 | 88.26 | 86.86 | 84.93 | 86.95 | 88.67 | 86.35 | 84.42 | 83.60 | 86.75 | 84.38 | 85.19 |
| 375 | 372 | 56 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 85.87 | 86.72 | 88.56 | 88.10 | 86.03 | 86.33 | 88.06 | 86.97 | 85.26 | 86.23 | 88.75 | 88.51 | 85.57 | 88.86 | 86.60 | 88.07 | 87.76 | 87.74 | 85.73 | 88.90 | 86.91 | 84.16 | 84.25 | 82.97 | 84.90 | 84.43 |
| 404 | 372 | 56 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 84.39 | 87.62 | 85.82 | 86.02 | 86.97 | 87.48 | 87.99 | 87.47 | 84.90 | 87.29 | 87.51 | 86.20 | 86.63 | 87.12 | 84.49 | 87.06 | 87.65 | 87.22 | 88.05 | 86.79 | 83.96 | 84.54 | 85.20 | 84.45 | 83.69 | 84.85 |
| 405 | 372 | 56 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.89 | 88.03 | 87.71 | 87.77 | 86.40 | 87.04 | 86.25 | 87.29 | 86.05 | 87.03 | 86.54 | 88.25 | 86.45 | 87.51 | 86.63 | 87.32 | 87.80 | 87.08 | 88.58 | 86.13 | 86.58 | 83.85 | 85.95 | 86.85 | 85.04 | 84.00 |
| 406 | 372 | 56 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.20 | 85.55 | 87.04 | 86.76 | 86.40 | 86.47 | 88.03 | 86.54 | 88.14 | 85.46 | 88.90 | 86.39 | 89.96 | 88.32 | 88.19 | 88.03 | 86.71 | 88.56 | 88.41 | 88.78 | 84.70 | 84.16 | 85.29 | 80.85 | 85.92 | 87.31 |
| 407 | 372 | 56 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.04 | 86.15 | 86.13 | 87.52 | 86.57 | 88.70 | 88.69 | 85.81 | 88.48 | 86.82 | 88.38 | 87.15 | 87.68 | 89.74 | 87.01 | 88.35 | 89.33 | 88.89 | 87.06 | 87.69 | 85.98 | 82.69 | 86.83 | 84.56 | 84.18 | 83.51 |
| 436 | 372 | 56 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 83.59 | 84.54 | 84.41 | 88.68 | 86.16 | 86.21 | 84.26 | 85.82 | 86.07 | 84.94 | 87.70 | 86.66 | 87.66 | 86.82 | 86.43 | 87.48 | 84.29 | 86.90 | 87.79 | 85.74 | 89.05 | 85.21 | 87.20 | 83.97 | 86.09 | 83.87 |
| 437 | 372 | 56 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.82 | 86.49 | 86.19 | 86.63 | 87.05 | 87.50 | 89.31 | 86.55 | 88.61 | 87.74 | 87.64 | 88.59 | 89.75 | 86.67 | 85.77 | 87.32 | 86.75 | 86.63 | 88.42 | 88.36 | 86.20 | 83.73 | 84.75 | 84.48 | 84.71 | 83.50 |
| 438 | 372 | 56 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 85.76 | 87.07 | 86.04 | 88.48 | 86.68 | 86.38 | 85.51 | 87.14 | 89.62 | 87.00 | 87.91 | 88.63 | 86.92 | 88.71 | 86.78 | 87.31 | 88.66 | 89.13 | 87.98 | 86.44 | 84.73 | 85.81 | 85.60 | 84.88 | 84.00 | 86.33 |
| 439 | 372 | 56 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.66 | 88.31 | 85.74 | 85.61 | 87.68 | 87.33 | 85.73 | 88.44 | 89.24 | 86.82 | 88.34 | 89.65 | 87.46 | 86.45 | 88.00 | 87.64 | 87.37 | 87.05 | 87.92 | 86.53 | 83.52 | 86.09 | 83.81 | 86.70 | 85.19 | 85.40 |
| 468 | 372 | 56 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 86.29 | 87.22 | 86.65 | 85.26 | 83.43 | 87.11 | 87.54 | 88.30 | 86.96 | 86.41 | 86.01 | 87.16 | 86.22 | 86.72 | 84.42 | 84.82 | 85.30 | 87.62 | 87.05 | 86.51 | 83.64 | 85.19 | 87.85 | 84.96 | 84.20 | 86.04 |
| 469 | 372 | 56 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 85.96 | 86.90 | 87.44 | 85.38 | 87.34 | 87.47 | 85.82 | 86.93 | 87.64 | 86.26 | 86.77 | 87.34 | 88.01 | 87.97 | 87.38 | 88.23 | 87.92 | 88.06 | 89.02 | 87.63 | 85.41 | 85.03 | 85.51 | 86.18 | 83.47 | 84.82 |
| 470 | 372 | 56 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 84.60 | 86.71 | 85.54 | 86.72 | 87.88 | 87.50 | 88.04 | 87.56 | 88.36 | 87.32 | 88.18 | 88.40 | 90.63 | 87.07 | 88.94 | 87.35 | 86.47 | 88.74 | 88.56 | 87.89 | 86.91 | 85.65 | 86.84 | 85.81 | 86.15 | 85.10 |
| 471 | 372 | 56 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 84.79 | 87.01 | 88.37 | 88.20 | 85.93 | 87.62 | 88.02 | 87.62 | 88.24 | 87.79 | 86.39 | 88.54 | 88.69 | 86.65 | 87.38 | 87.16 | 87.12 | 87.36 | 87.22 | 88.48 | 84.67 | 83.46 | 87.83 | 86.75 | 84.18 | 84.71 |
| 500 | 372 | 56 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 86.40 | 88.35 | 85.50 | 87.21 | 84.98 | 87.64 | 87.66 | 88.28 | 86.30 | 85.10 | 87.18 | 86.76 | 87.59 | 86.93 | 85.95 | 88.18 | 86.73 | 85.70 | 88.47 | 87.27 | 83.77 | 83.63 | 85.27 | 86.60 | 85.25 | 86.09 |
| 501 | 372 | 56 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.96 | 86.88 | 87.91 | 87.29 | 86.18 | 87.30 | 86.82 | 87.87 | 87.51 | 86.69 | 87.18 | 88.35 | 88.21 | 87.08 | 87.03 | 87.37 | 87.30 | 86.89 | 88.15 | 87.67 | 86.29 | 84.93 | 87.35 | 88.41 | 84.82 | 86.45 |
| 502 | 372 | 56 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 85.23 | 88.54 | 85.92 | 85.32 | 88.12 | 87.11 | 86.46 | 88.16 | 86.50 | 86.31 | 88.59 | 87.71 | 86.66 | 85.68 | 86.13 | 84.87 | 86.93 | 87.84 | 87.55 | 88.50 | 84.71 | 84.13 | 86.58 | 84.98 | 84.25 | 84.22 |
| 503 | 372 | 56 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 87.83 | 86.34 | 87.68 | 85.34 | 85.02 | 86.90 | 87.25 | 88.41 | 87.49 | 86.06 | 87.41 | 87.89 | 88.61 | 87.90 | 87.34 | 87.46 | 86.24 | 86.78 | 87.77 | 87.40 | 86.94 | 85.01 | 86.22 | 83.94 | 86.95 | 82.79 |
| 532 | 372 | 56 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 85.88 | 87.61 | 86.87 | 87.47 | 87.78 | 86.92 | 87.69 | 88.50 | 86.44 | 86.35 | 85.98 | 87.78 | 87.48 | 88.40 | 85.45 | 86.97 | 85.28 | 85.03 | 85.80 | 87.35 | 84.34 | 83.88 | 83.67 | 84.55 | 83.76 | 82.51 |
| 533 | 372 | 56 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.94 | 88.63 | 87.07 | 88.42 | 87.44 | 86.61 | 87.54 | 85.24 | 88.64 | 84.66 | 88.94 | 87.66 | 86.13 | 86.66 | 87.93 | 87.13 | 88.13 | 87.29 | 88.54 | 87.83 | 84.36 | 85.52 | 84.11 | 86.57 | 83.11 | 85.55 |
| 534 | 372 | 56 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 87.10 | 83.98 | 87.19 | 88.07 | 88.12 | 87.57 | 87.98 | 87.13 | 86.51 | 88.26 | 86.71 | 89.75 | 87.64 | 88.19 | 85.40 | 89.95 | 88.17 | 87.28 | 86.75 | 87.39 | 85.34 | 84.82 | 86.70 | 85.77 | 84.91 | 85.64 |
| 535 | 372 | 56 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 86.90 | 87.54 | 88.54 | 88.17 | 86.00 | 88.36 | 87.72 | 87.38 | 88.58 | 88.09 | 86.71 | 86.96 | 87.16 | 86.58 | 88.15 | 88.11 | 87.30 | 88.67 | 86.89 | 88.90 | 84.48 | 83.80 | 86.50 | 86.15 | 85.63 | 87.07 |
| 564 | 372 | 56 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 86.15 | 84.58 | 88.73 | 85.82 | 86.16 | 89.40 | 85.14 | 88.11 | 86.48 | 86.79 | 86.95 | 87.87 | 87.30 | 86.30 | 87.39 | 86.59 | 87.63 | 86.32 | 88.02 | 86.31 | 83.44 | 83.62 | 84.18 | 83.71 | 85.19 | 84.26 |
| 565 | 372 | 56 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 84.47 | 87.22 | 84.68 | 88.43 | 87.44 | 86.76 | 86.70 | 88.44 | 88.22 | 85.80 | 86.60 | 87.61 | 87.85 | 86.34 | 85.29 | 87.53 | 87.29 | 88.79 | 88.25 | 87.75 | 86.41 | 84.15 | 86.13 | 85.10 | 86.43 | 84.48 |
| 566 | 372 | 56 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 84.05 | 87.41 | 88.07 | 85.44 | 83.79 | 88.45 | 88.46 | 86.48 | 87.87 | 87.57 | 85.98 | 86.06 | 86.95 | 88.13 | 86.78 | 87.81 | 86.34 | 86.57 | 89.02 | 86.64 | 85.33 | 86.00 | 85.40 | 83.86 | 82.97 | 86.74 |
| 567 | 372 | 56 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 86.27 | 85.93 | 85.16 | 86.08 | 88.84 | 88.21 | 86.67 | 86.49 | 88.19 | 86.75 | 86.24 | 88.62 | 86.98 | 87.86 | 86.25 | 88.12 | 88.14 | 86.40 | 86.99 | 87.49 | 87.41 | 85.22 | 83.83 | 86.02 | 84.95 | 84.35 |
| 596 | 372 | 56 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.07 | 87.81 | 87.48 | 88.42 | 87.88 | 89.55 | 88.82 | 87.91 | 88.22 | 88.48 | 87.88 | 88.96 | 89.21 | 89.26 | 89.97 | 88.35 | 89.22 | 89.23 | 89.61 | 88.19 | 89.74 | 87.85 | 89.17 | 87.17 | 88.25 | 87.18 |
| 597 | 372 | 56 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.74 | 88.96 | 87.56 | 87.99 | 87.91 | 88.99 | 89.21 | 89.99 | 88.03 | 89.30 | 89.92 | 90.68 | 88.72 | 86.83 | 87.53 | 89.26 | 88.05 | 88.71 | 90.51 | 88.65 | 89.54 | 87.13 | 86.40 | 85.82 | 90.18 | 86.01 |
| 598 | 372 | 56 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 90.24 | 86.87 | 87.72 | 86.90 | 87.64 | 89.02 | 87.78 | 88.92 | 87.34 | 87.66 | 88.52 | 87.85 | 88.58 | 87.54 | 88.97 | 89.25 | 88.20 | 89.00 | 90.18 | 89.05 | 87.58 | 85.89 | 88.91 | 85.00 | 87.67 | 86.70 |
| 599 | 372 | 56 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.79 | 89.12 | 87.51 | 88.97 | 89.14 | 87.96 | 88.50 | 88.07 | 87.61 | 86.90 | 89.81 | 87.92 | 88.88 | 86.88 | 87.76 | 87.61 | 89.56 | 89.17 | 88.78 | 90.74 | 87.06 | 86.09 | 88.89 | 85.40 | 86.92 | 88.44 |
| 628 | 372 | 56 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 85.77 | 87.53 | 86.17 | 88.21 | 88.12 | 87.96 | 88.59 | 89.71 | 87.23 | 87.76 | 89.12 | 88.74 | 87.45 | 87.58 | 88.93 | 89.37 | 89.06 | 88.00 | 89.12 | 90.74 | 87.75 | 85.82 | 87.79 | 86.12 | 87.19 | 87.22 |
| 629 | 372 | 56 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.46 | 88.01 | 89.91 | 88.01 | 87.26 | 88.58 | 87.46 | 89.06 | 88.27 | 89.01 | 88.97 | 88.12 | 88.35 | 88.82 | 87.45 | 90.10 | 87.01 | 89.30 | 87.87 | 89.62 | 89.71 | 88.42 | 89.75 | 88.41 | 88.19 | 88.68 |
| 630 | 372 | 56 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.65 | 89.51 | 88.42 | 88.47 | 87.82 | 89.65 | 88.19 | 88.07 | 88.61 | 88.30 | 89.75 | 88.68 | 87.93 | 88.78 | 87.98 | 88.29 | 86.89 | 87.99 | 87.74 | 89.67 | 87.86 | 86.60 | 89.14 | 86.84 | 87.09 | 87.67 |
| 631 | 372 | 56 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.75 | 89.02 | 87.64 | 88.84 | 87.44 | 89.66 | 88.79 | 89.35 | 87.31 | 88.48 | 89.78 | 88.37 | 87.95 | 88.06 | 88.04 | 88.73 | 88.20 | 87.94 | 89.38 | 88.93 | 86.53 | 85.84 | 88.95 | 86.48 | 88.44 | 87.85 |
| 660 | 372 | 56 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.82 | 88.68 | 87.66 | 88.88 | 87.40 | 89.06 | 88.08 | 88.36 | 88.36 | 88.75 | 89.04 | 88.63 | 87.89 | 87.65 | 88.95 | 88.83 | 88.49 | 88.81 | 87.51 | 89.54 | 86.81 | 85.72 | 87.48 | 88.24 | 88.85 | 86.07 |
| 661 | 372 | 56 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.07 | 88.81 | 88.50 | 88.12 | 88.21 | 89.21 | 86.65 | 88.20 | 87.78 | 87.78 | 89.16 | 88.50 | 88.25 | 87.72 | 88.49 | 89.12 | 87.31 | 89.36 | 87.38 | 89.29 | 84.74 | 85.22 | 86.98 | 86.63 | 88.87 | 88.71 |
| 662 | 372 | 56 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.33 | 89.06 | 88.50 | 89.10 | 87.80 | 89.24 | 88.28 | 88.29 | 87.77 | 86.54 | 89.26 | 88.52 | 88.62 | 89.23 | 88.83 | 88.20 | 87.94 | 88.26 | 89.52 | 89.39 | 89.98 | 86.18 | 90.00 | 88.58 | 85.53 | 86.87 |
| 663 | 372 | 56 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.40 | 88.53 | 88.15 | 88.01 | 88.12 | 89.69 | 87.84 | 88.85 | 88.97 | 88.69 | 89.29 | 89.99 | 88.93 | 88.92 | 87.01 | 88.72 | 88.72 | 88.40 | 89.98 | 87.64 | 86.07 | 87.51 | 89.17 | 86.85 | 88.50 | 86.04 |
| 692 | 372 | 56 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.98 | 88.20 | 88.20 | 89.21 | 87.95 | 88.05 | 88.23 | 87.88 | 88.55 | 88.27 | 89.59 | 88.82 | 88.61 | 89.02 | 88.91 | 89.19 | 88.55 | 88.97 | 89.56 | 90.49 | 87.56 | 85.42 | 88.97 | 86.26 | 87.26 | 88.06 |
| 693 | 372 | 56 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.08 | 88.51 | 88.47 | 88.85 | 89.65 | 89.49 | 89.14 | 88.08 | 88.27 | 87.57 | 89.51 | 89.14 | 90.15 | 88.00 | 89.56 | 87.77 | 87.02 | 88.91 | 89.21 | 89.39 | 86.93 | 88.13 | 88.97 | 88.25 | 89.91 | 88.13 |
| 694 | 372 | 56 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.25 | 89.18 | 87.86 | 87.89 | 87.59 | 89.31 | 88.12 | 88.54 | 88.00 | 87.61 | 88.25 | 88.68 | 88.23 | 87.42 | 89.25 | 86.72 | 89.54 | 88.81 | 89.03 | 89.81 | 90.13 | 84.50 | 89.35 | 84.67 | 88.04 | 88.27 |
| 695 | 372 | 56 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.71 | 88.01 | 88.41 | 89.93 | 87.70 | 89.44 | 88.76 | 89.16 | 88.40 | 89.41 | 89.20 | 88.29 | 89.32 | 88.95 | 88.85 | 89.52 | 88.22 | 89.15 | 89.46 | 89.66 | 89.37 | 85.92 | 88.31 | 86.51 | 86.01 | 87.05 |
| 724 | 372 | 56 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.25 | 88.96 | 89.21 | 89.45 | 87.21 | 89.17 | 87.19 | 88.37 | 88.45 | 87.35 | 88.76 | 88.46 | 88.75 | 89.44 | 88.27 | 87.61 | 88.79 | 88.25 | 89.72 | 90.52 | 86.09 | 86.14 | 88.45 | 86.41 | 86.03 | 86.33 |
| 725 | 372 | 56 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.71 | 88.23 | 87.70 | 88.78 | 88.03 | 89.27 | 88.21 | 88.04 | 88.16 | 87.63 | 88.08 | 88.77 | 89.38 | 88.49 | 88.17 | 89.19 | 87.83 | 87.81 | 89.65 | 90.08 | 87.71 | 86.61 | 89.00 | 88.35 | 87.03 | 87.55 |
| 726 | 372 | 56 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.71 | 89.16 | 88.35 | 88.55 | 86.99 | 89.50 | 87.54 | 88.76 | 88.56 | 88.90 | 90.20 | 89.15 | 89.00 | 88.83 | 88.87 | 87.82 | 86.80 | 88.70 | 88.98 | 90.19 | 86.59 | 87.20 | 88.15 | 85.76 | 88.43 | 84.08 |
| 727 | 372 | 56 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.31 | 89.67 | 89.48 | 88.82 | 88.10 | 89.25 | 87.60 | 87.34 | 89.50 | 88.21 | 88.20 | 88.84 | 89.18 | 87.06 | 89.63 | 88.86 | 88.36 | 89.27 | 89.76 | 87.95 | 86.45 | 85.79 | 89.15 | 86.87 | 86.53 | 87.63 |
| 756 | 372 | 56 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.20 | 88.42 | 89.24 | 88.46 | 87.50 | 88.76 | 88.74 | 88.93 | 89.00 | 87.77 | 88.32 | 88.81 | 88.41 | 88.36 | 88.39 | 89.07 | 87.26 | 89.18 | 90.30 | 89.37 | 84.26 | 85.90 | 86.99 | 87.06 | 86.11 | 86.25 |
| 757 | 372 | 56 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.44 | 86.84 | 88.66 | 87.96 | 87.88 | 88.96 | 88.70 | 88.45 | 87.22 | 89.01 | 89.44 | 88.72 | 88.43 | 87.68 | 89.05 | 89.12 | 88.63 | 87.01 | 88.72 | 88.37 | 86.06 | 87.68 | 88.09 | 86.12 | 87.71 | 85.71 |
| 758 | 372 | 56 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.89 | 88.69 | 87.98 | 88.33 | 86.12 | 89.71 | 89.77 | 87.17 | 87.46 | 86.98 | 90.52 | 89.73 | 87.78 | 87.62 | 89.90 | 89.04 | 89.32 | 87.78 | 88.78 | 88.56 | 85.27 | 85.64 | 85.43 | 86.91 | 87.43 | 89.71 |
| 759 | 372 | 56 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.62 | 88.36 | 87.80 | 86.66 | 87.02 | 88.70 | 89.06 | 89.34 | 88.96 | 87.79 | 89.89 | 89.35 | 88.65 | 89.06 | 89.14 | 88.68 | 88.50 | 88.46 | 89.23 | 89.21 | 87.40 | 87.13 | 88.00 | 87.05 | 86.90 | 86.29 |
| 788 | 372 | 56 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 87.85 | 88.75 | 87.26 | 90.69 | 87.45 | 87.31 | 87.91 | 88.52 | 88.70 | 86.91 | 89.29 | 87.56 | 88.55 | 87.34 | 87.68 | 89.23 | 88.17 | 87.59 | 89.72 | 88.05 | 87.75 | 85.93 | 88.74 | 86.70 | 88.06 | 87.05 |
| 789 | 372 | 56 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.29 | 89.17 | 88.03 | 89.04 | 86.98 | 88.25 | 87.48 | 86.91 | 88.93 | 87.23 | 89.72 | 86.86 | 89.00 | 88.44 | 88.47 | 88.80 | 87.75 | 88.48 | 90.41 | 89.38 | 85.58 | 86.46 | 86.13 | 86.07 | 88.49 | 86.62 |
| 790 | 372 | 56 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 90.26 | 88.71 | 87.97 | 88.04 | 87.21 | 89.04 | 87.60 | 87.64 | 89.70 | 87.56 | 88.79 | 88.45 | 87.37 | 88.13 | 86.25 | 88.18 | 88.06 | 88.29 | 86.63 | 88.27 | 87.63 | 86.13 | 86.73 | 88.40 | 88.78 | 88.31 |
| 791 | 372 | 56 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.53 | 88.07 | 87.80 | 89.12 | 87.74 | 88.15 | 87.81 | 88.75 | 89.17 | 87.36 | 88.85 | 87.31 | 88.97 | 88.50 | 87.51 | 88.74 | 87.43 | 88.00 | 89.23 | 87.77 | 85.40 | 86.87 | 88.94 | 85.75 | 87.49 | 86.17 |
| 820 | 372 | 56 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.35 | 89.66 | 88.86 | 86.71 | 89.70 | 88.93 | 87.89 | 89.71 | 88.52 | 88.32 | 88.84 | 88.99 | 89.03 | 88.73 | 87.70 | 87.32 | 88.75 | 86.94 | 89.10 | 88.40 | 88.22 | 87.21 | 87.84 | 89.08 | 86.19 | 87.57 |
| 821 | 372 | 56 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 86.51 | 88.54 | 86.46 | 88.24 | 88.96 | 87.71 | 88.38 | 87.92 | 88.64 | 87.43 | 89.55 | 89.75 | 89.29 | 88.79 | 87.65 | 88.02 | 89.24 | 88.12 | 88.06 | 90.02 | 86.89 | 85.33 | 88.04 | 88.95 | 88.68 | 87.27 |
| 822 | 372 | 56 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.59 | 89.43 | 89.18 | 86.43 | 87.58 | 89.14 | 88.28 | 88.16 | 88.69 | 87.83 | 89.11 | 89.93 | 89.09 | 89.13 | 87.73 | 87.61 | 87.14 | 88.63 | 89.19 | 89.92 | 87.99 | 85.51 | 87.20 | 88.96 | 83.37 | 85.12 |
| 823 | 372 | 56 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.95 | 87.40 | 86.68 | 87.30 | 87.38 | 87.37 | 86.26 | 88.45 | 87.67 | 87.79 | 87.60 | 89.63 | 88.49 | 86.29 | 88.20 | 89.42 | 88.01 | 88.64 | 88.10 | 88.11 | 87.62 | 85.58 | 88.40 | 85.65 | 86.97 | 87.05 |
| 852 | 372 | 56 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 90.40 | 86.76 | 87.65 | 87.20 | 88.58 | 89.21 | 87.56 | 87.47 | 88.03 | 89.24 | 90.22 | 90.24 | 88.59 | 88.16 | 88.23 | 87.68 | 87.53 | 87.86 | 89.45 | 87.70 | 85.75 | 87.14 | 89.44 | 88.81 | 86.33 | 84.95 |
| 853 | 372 | 56 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 85.99 | 86.54 | 88.23 | 88.46 | 86.37 | 89.19 | 88.48 | 86.90 | 88.83 | 88.00 | 89.53 | 88.65 | 89.67 | 87.32 | 87.03 | 87.29 | 87.63 | 89.95 | 89.62 | 89.70 | 88.13 | 85.97 | 86.44 | 87.70 | 84.83 | 86.04 |
| 854 | 372 | 56 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 87.47 | 88.42 | 88.60 | 88.03 | 89.13 | 87.55 | 86.79 | 89.67 | 89.18 | 86.74 | 88.50 | 88.17 | 88.35 | 88.24 | 89.33 | 88.83 | 88.67 | 89.63 | 89.15 | 88.93 | 84.45 | 87.09 | 89.23 | 85.71 | 89.63 | 89.29 |
| 855 | 372 | 56 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.26 | 90.56 | 88.56 | 87.00 | 88.38 | 88.20 | 88.80 | 88.81 | 87.88 | 87.36 | 87.39 | 88.97 | 88.23 | 86.66 | 88.86 | 88.48 | 88.17 | 89.34 | 89.42 | 88.69 | 89.23 | 86.93 | 87.60 | 85.83 | 87.32 | 86.91 |
| 884 | 372 | 56 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.58 | 89.92 | 87.46 | 88.57 | 88.36 | 88.34 | 88.77 | 87.31 | 87.24 | 88.05 | 89.21 | 90.91 | 88.20 | 87.53 | 88.21 | 88.85 | 88.01 | 89.75 | 88.44 | 89.38 | 89.30 | 87.62 | 89.37 | 87.17 | 88.24 | 88.75 |
| 885 | 372 | 56 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.90 | 86.41 | 88.61 | 89.62 | 88.70 | 88.91 | 88.61 | 88.95 | 87.69 | 87.72 | 89.72 | 88.49 | 88.05 | 89.58 | 88.90 | 87.41 | 89.84 | 87.92 | 88.88 | 88.81 | 88.09 | 87.34 | 88.51 | 85.40 | 88.02 | 88.16 |
| 886 | 372 | 56 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.10 | 89.21 | 88.26 | 88.77 | 88.62 | 88.74 | 87.38 | 88.49 | 87.94 | 87.83 | 87.91 | 88.67 | 88.53 | 86.77 | 86.66 | 88.05 | 88.10 | 88.89 | 88.97 | 86.81 | 88.64 | 86.10 | 88.19 | 87.75 | 88.33 | 86.29 |
| 887 | 372 | 56 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.38 | 89.85 | 87.57 | 89.93 | 87.85 | 88.56 | 88.90 | 86.96 | 87.18 | 87.52 | 89.97 | 89.60 | 90.38 | 87.86 | 87.69 | 89.27 | 89.52 | 88.80 | 89.88 | 88.56 | 88.09 | 85.87 | 90.27 | 85.57 | 89.68 | 87.18 |
| 916 | 372 | 56 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.38 | 89.62 | 89.00 | 88.17 | 88.36 | 89.10 | 86.49 | 90.02 | 87.66 | 89.01 | 88.69 | 88.92 | 88.32 | 88.77 | 88.96 | 91.17 | 87.82 | 88.98 | 89.99 | 88.52 | 86.20 | 85.74 | 88.59 | 87.32 | 86.03 | 85.38 |
| 917 | 372 | 56 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.43 | 88.51 | 88.68 | 88.72 | 88.16 | 90.50 | 88.66 | 89.30 | 88.88 | 86.73 | 89.69 | 89.02 | 88.44 | 88.27 | 87.09 | 89.87 | 88.32 | 88.52 | 89.20 | 89.34 | 88.79 | 87.74 | 89.69 | 85.60 | 86.87 | 89.53 |
| 918 | 372 | 56 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.08 | 89.72 | 87.86 | 87.28 | 87.86 | 89.02 | 89.10 | 88.66 | 88.10 | 87.50 | 88.68 | 89.77 | 89.32 | 88.62 | 88.56 | 87.72 | 88.49 | 88.16 | 89.42 | 88.39 | 87.91 | 85.12 | 88.89 | 88.45 | 89.70 | 86.89 |
| 919 | 372 | 56 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.69 | 88.48 | 88.19 | 87.38 | 89.41 | 88.43 | 87.11 | 88.80 | 88.27 | 87.64 | 89.11 | 89.18 | 89.20 | 87.83 | 87.90 | 87.77 | 88.85 | 90.79 | 89.57 | 89.88 | 87.86 | 86.44 | 89.45 | 86.29 | 88.35 | 87.25 |
| 948 | 372 | 56 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 86.46 | 89.46 | 88.60 | 87.72 | 88.51 | 88.23 | 87.99 | 88.10 | 88.31 | 87.56 | 88.26 | 88.49 | 85.90 | 88.56 | 87.22 | 88.97 | 88.11 | 91.16 | 89.24 | 87.31 | 85.59 | 85.01 | 88.46 | 87.53 | 89.17 | 86.50 |
| 949 | 372 | 56 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.15 | 87.04 | 88.45 | 89.10 | 88.86 | 89.69 | 87.50 | 87.73 | 89.01 | 88.61 | 87.71 | 89.67 | 90.10 | 87.58 | 87.77 | 88.95 | 88.27 | 89.21 | 89.46 | 90.19 | 87.80 | 87.06 | 90.10 | 88.73 | 87.85 | 87.73 |
| 950 | 372 | 56 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.23 | 88.42 | 88.68 | 88.37 | 88.92 | 87.31 | 88.10 | 87.21 | 88.89 | 88.77 | 89.95 | 87.29 | 87.90 | 89.06 | 88.92 | 88.83 | 88.36 | 89.40 | 88.29 | 89.16 | 87.39 | 85.53 | 89.31 | 86.58 | 88.43 | 88.06 |
| 951 | 372 | 56 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.95 | 88.40 | 88.19 | 89.03 | 87.94 | 88.99 | 87.55 | 88.97 | 87.19 | 88.43 | 89.17 | 88.72 | 88.42 | 88.07 | 87.38 | 87.99 | 90.28 | 89.01 | 88.83 | 89.21 | 86.28 | 88.25 | 86.96 | 84.93 | 88.36 | 88.19 |
| 980 | 372 | 56 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.34 | 89.91 | 87.95 | 87.92 | 87.83 | 88.50 | 87.61 | 87.21 | 89.53 | 86.73 | 87.95 | 89.46 | 89.37 | 87.90 | 88.95 | 88.51 | 87.96 | 87.68 | 87.45 | 88.78 | 87.20 | 85.03 | 87.84 | 87.89 | 89.39 | 88.33 |
| 981 | 372 | 56 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.43 | 88.94 | 89.21 | 89.08 | 87.44 | 89.02 | 88.15 | 87.25 | 88.92 | 87.68 | 88.70 | 89.16 | 87.34 | 88.52 | 87.98 | 87.52 | 86.79 | 89.82 | 89.96 | 89.70 | 86.50 | 86.60 | 88.93 | 87.46 | 89.21 | 87.76 |
| 982 | 372 | 56 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.38 | 88.96 | 88.88 | 87.79 | 87.51 | 88.80 | 88.57 | 89.24 | 88.44 | 87.48 | 87.97 | 89.92 | 90.43 | 88.23 | 88.45 | 88.00 | 87.64 | 88.26 | 89.77 | 89.07 | 87.95 | 85.98 | 86.39 | 86.33 | 88.18 | 86.79 |
| 983 | 372 | 56 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.50 | 88.52 | 87.08 | 87.87 | 87.59 | 88.10 | 89.82 | 89.19 | 86.95 | 88.25 | 89.50 | 88.10 | 87.80 | 88.67 | 87.81 | 87.39 | 89.66 | 87.46 | 88.91 | 90.43 | 88.58 | 84.41 | 88.82 | 86.06 | 88.70 | 90.09 |
| 1012 | 372 | 56 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.73 | 89.16 | 88.68 | 88.51 | 88.11 | 89.48 | 88.79 | 88.56 | 88.00 | 87.08 | 88.38 | 88.65 | 89.74 | 89.47 | 87.89 | 89.90 | 88.47 | 88.42 | 89.44 | 88.92 | 85.66 | 88.17 | 88.30 | 85.39 | 89.44 | 88.84 |
| 1013 | 372 | 56 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.91 | 89.43 | 87.33 | 88.37 | 87.13 | 88.70 | 87.54 | 88.25 | 89.14 | 87.30 | 88.97 | 90.11 | 88.98 | 89.29 | 89.97 | 88.44 | 87.68 | 87.48 | 89.02 | 87.39 | 88.27 | 86.48 | 88.41 | 85.25 | 88.33 | 85.16 |
| 1014 | 372 | 56 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.35 | 88.71 | 88.27 | 88.56 | 88.61 | 89.09 | 87.91 | 88.77 | 89.57 | 87.39 | 89.38 | 88.76 | 86.99 | 87.41 | 87.39 | 89.04 | 89.31 | 88.78 | 89.74 | 89.35 | 88.81 | 86.75 | 88.14 | 87.39 | 88.06 | 88.39 |
| 1015 | 372 | 56 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.91 | 88.44 | 89.21 | 86.91 | 87.96 | 89.24 | 87.75 | 87.85 | 88.56 | 87.28 | 88.90 | 89.15 | 87.83 | 88.75 | 87.94 | 89.83 | 88.08 | 89.29 | 88.79 | 87.93 | 86.17 | 87.64 | 88.24 | 84.47 | 87.35 | 86.57 |
| 1044 | 372 | 56 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.55 | 87.60 | 89.59 | 87.59 | 88.23 | 89.91 | 88.88 | 86.40 | 87.50 | 87.44 | 89.58 | 89.65 | 89.15 | 89.72 | 88.11 | 89.57 | 89.94 | 88.97 | 89.07 | 90.11 | 86.54 | 87.15 | 83.28 | 84.85 | 87.45 | 85.63 |
| 1045 | 372 | 56 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.20 | 88.32 | 88.10 | 87.66 | 87.90 | 89.50 | 89.29 | 88.61 | 89.16 | 87.76 | 89.14 | 89.41 | 88.23 | 87.84 | 88.01 | 89.20 | 87.20 | 87.77 | 89.54 | 89.46 | 85.52 | 87.00 | 87.20 | 85.13 | 88.68 | 84.23 |
| 1046 | 372 | 56 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.94 | 89.01 | 87.36 | 88.19 | 87.08 | 89.58 | 88.99 | 87.91 | 88.30 | 88.02 | 88.52 | 90.60 | 89.11 | 88.55 | 88.81 | 88.55 | 87.93 | 88.42 | 89.85 | 89.09 | 89.47 | 86.86 | 87.06 | 86.04 | 86.89 | 88.17 |
| 1047 | 372 | 56 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.62 | 88.32 | 86.32 | 88.83 | 88.16 | 88.98 | 89.55 | 88.61 | 88.32 | 88.14 | 88.01 | 89.22 | 89.22 | 86.64 | 89.11 | 89.31 | 88.03 | 88.52 | 89.21 | 87.63 | 85.11 | 84.86 | 89.07 | 87.95 | 88.50 | 85.09 |
| 1076 | 372 | 56 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.43 | 89.57 | 88.25 | 88.76 | 86.20 | 89.15 | 89.26 | 88.70 | 87.90 | 87.24 | 89.20 | 88.15 | 87.63 | 86.86 | 86.25 | 87.41 | 87.85 | 88.66 | 89.26 | 87.86 | 87.97 | 86.83 | 87.43 | 87.25 | 88.72 | 87.06 |
| 1077 | 372 | 56 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.32 | 88.72 | 87.06 | 88.12 | 88.86 | 88.19 | 88.24 | 88.50 | 86.76 | 86.85 | 89.79 | 88.64 | 87.76 | 87.15 | 89.25 | 87.13 | 87.22 | 88.24 | 88.44 | 88.69 | 85.57 | 86.53 | 88.58 | 85.91 | 84.90 | 87.37 |
| 1078 | 372 | 56 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 87.93 | 88.12 | 87.20 | 86.75 | 88.67 | 89.30 | 88.34 | 86.85 | 88.47 | 88.72 | 88.72 | 87.84 | 88.01 | 86.82 | 87.06 | 88.70 | 88.67 | 88.02 | 88.05 | 88.60 | 85.38 | 87.06 | 87.97 | 85.85 | 88.89 | 86.03 |
| 1079 | 372 | 56 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 89.12 | 86.48 | 86.29 | 88.42 | 87.73 | 89.91 | 88.23 | 88.10 | 88.84 | 85.97 | 87.74 | 87.88 | 88.94 | 88.70 | 88.01 | 89.00 | 87.84 | 88.41 | 89.44 | 89.02 | 85.11 | 86.27 | 88.50 | 88.15 | 87.27 | 86.42 |
| 1108 | 372 | 56 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.70 | 87.95 | 87.05 | 89.40 | 88.35 | 89.75 | 88.88 | 87.98 | 88.01 | 86.89 | 89.11 | 88.73 | 87.73 | 87.68 | 86.59 | 88.44 | 87.74 | 87.40 | 88.70 | 88.88 | 87.05 | 87.75 | 88.79 | 87.09 | 84.55 | 85.76 |
| 1109 | 372 | 56 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.34 | 86.82 | 88.15 | 88.95 | 88.37 | 88.43 | 87.55 | 89.74 | 88.96 | 87.67 | 87.96 | 88.05 | 89.42 | 87.70 | 87.13 | 88.33 | 88.43 | 88.49 | 90.18 | 88.24 | 82.58 | 87.46 | 86.77 | 85.75 | 87.88 | 87.23 |
| 1110 | 372 | 56 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 87.33 | 88.72 | 87.08 | 87.91 | 88.48 | 87.48 | 89.44 | 87.83 | 89.67 | 88.91 | 89.37 | 87.05 | 87.35 | 88.54 | 88.94 | 88.26 | 88.75 | 88.15 | 89.04 | 88.92 | 83.00 | 85.36 | 88.73 | 87.21 | 87.43 | 86.91 |
| 1111 | 372 | 56 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 85.04 | 87.75 | 87.76 | 88.04 | 88.57 | 88.95 | 88.38 | 89.48 | 86.92 | 88.66 | 87.93 | 90.99 | 88.50 | 85.56 | 88.96 | 87.23 | 87.74 | 88.28 | 89.45 | 88.32 | 87.06 | 85.63 | 90.14 | 85.53 | 87.79 | 85.86 |
| 1140 | 372 | 56 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.56 | 85.83 | 88.58 | 86.77 | 87.73 | 90.25 | 88.24 | 87.98 | 88.02 | 87.10 | 87.62 | 87.80 | 89.15 | 88.36 | 86.40 | 88.88 | 89.02 | 88.49 | 88.50 | 89.89 | 86.95 | 86.86 | 88.41 | 86.13 | 84.47 | 89.77 |
| 1141 | 372 | 56 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.68 | 88.44 | 88.24 | 86.42 | 87.95 | 88.96 | 88.96 | 88.05 | 88.23 | 88.06 | 88.92 | 88.42 | 88.67 | 87.48 | 89.02 | 88.49 | 88.70 | 90.67 | 88.96 | 88.65 | 85.50 | 87.45 | 88.20 | 85.96 | 87.73 | 86.61 |
| 1142 | 372 | 56 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.40 | 88.08 | 88.68 | 87.60 | 88.08 | 88.32 | 88.77 | 87.33 | 87.98 | 88.35 | 87.57 | 88.30 | 87.55 | 88.48 | 87.00 | 88.93 | 87.71 | 89.39 | 88.22 | 89.82 | 86.46 | 85.69 | 88.23 | 84.46 | 86.98 | 86.31 |
| 1143 | 372 | 56 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.51 | 86.99 | 88.47 | 88.80 | 88.21 | 87.81 | 87.98 | 89.33 | 88.21 | 87.78 | 87.65 | 89.08 | 88.84 | 88.64 | 88.57 | 87.80 | 87.66 | 87.39 | 88.74 | 88.99 | 85.33 | 85.32 | 88.58 | 87.63 | 85.90 | 88.13 |
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 20 | 372 | 56 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.77 | 86.75 | 93.80 | 88.73 | 89.44 | 90.10 | 90.28 | 88.02 | 87.41 | 87.59 | 90.76 | 86.90 | 86.54 | 87.85 | 89.18 | 90.47 | 90.34 | 86.89 | 87.76 | 89.26 | 86.38 | 89.82 | 88.84 | 90.18 | 86.86 | 88.38 |
| 21 | 372 | 56 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.01 | 85.80 | 91.74 | 90.76 | 91.36 | 89.73 | 90.37 | 89.31 | 87.78 | 89.77 | 90.45 | 90.34 | 89.46 | 89.25 | 90.61 | 91.25 | 91.09 | 90.20 | 92.44 | 89.14 | 90.34 | 88.97 | 91.27 | 89.91 | 91.85 | 85.63 |
| 22 | 372 | 56 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.12 | 92.14 | 91.56 | 91.23 | 90.72 | 87.85 | 90.23 | 89.41 | 90.85 | 91.18 | 88.12 | 88.40 | 90.23 | 88.12 | 89.92 | 89.25 | 85.83 | 89.26 | 88.54 | 89.90 | 90.92 | 90.51 | 91.45 | 88.59 | 88.54 | 88.24 |
| 23 | 372 | 56 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.41 | 91.27 | 89.90 | 89.71 | 93.37 | 88.24 | 88.67 | 90.49 | 87.02 | 89.35 | 90.58 | 89.18 | 88.65 | 89.66 | 87.18 | 92.34 | 92.48 | 90.60 | 88.76 | 90.38 | 88.87 | 88.24 | 89.14 | 90.39 | 88.98 | 87.62 |
| 52 | 372 | 56 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.63 | 88.08 | 91.51 | 89.28 | 93.19 | 88.39 | 90.02 | 90.36 | 87.17 | 89.60 | 89.73 | 88.81 | 92.49 | 86.78 | 88.84 | 91.54 | 91.57 | 90.71 | 91.25 | 89.87 | 90.53 | 89.78 | 88.94 | 86.83 | 90.95 | 89.08 |
| 53 | 372 | 56 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.14 | 90.89 | 93.28 | 92.05 | 91.14 | 88.74 | 90.95 | 90.60 | 90.32 | 90.93 | 89.92 | 87.20 | 90.14 | 92.00 | 91.16 | 91.91 | 87.68 | 89.05 | 90.79 | 91.79 | 90.89 | 91.96 | 91.16 | 91.14 | 90.25 | 89.42 |
| 54 | 372 | 56 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.04 | 91.96 | 92.06 | 90.94 | 90.02 | 91.39 | 90.97 | 89.83 | 90.48 | 91.03 | 90.55 | 90.41 | 91.35 | 89.68 | 90.82 | 91.28 | 89.78 | 92.04 | 90.87 | 91.55 | 91.41 | 89.84 | 91.05 | 89.15 | 91.57 | 90.78 |
| 55 | 372 | 56 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 91.50 | 92.34 | 93.01 | 89.47 | 88.89 | 91.81 | 88.69 | 90.61 | 91.49 | 88.40 | 93.53 | 91.53 | 90.95 | 89.64 | 90.02 | 90.94 | 86.65 | 89.21 | 93.03 | 91.28 | 90.79 | 91.61 | 94.03 | 89.47 | 91.04 | 24.42 |
| 84 | 372 | 56 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.34 | 92.53 | 93.02 | 91.01 | 92.46 | 88.03 | 90.86 | 89.75 | 91.78 | 91.69 | 90.82 | 90.10 | 92.49 | 88.78 | 87.81 | 90.41 | 91.95 | 90.56 | 92.83 | 92.28 | 87.89 | 88.93 | 89.25 | 90.36 | 90.55 | 90.83 |
| 85 | 372 | 56 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.40 | 91.22 | 90.49 | 89.51 | 88.47 | 87.29 | 92.15 | 92.55 | 92.92 | 88.45 | 90.64 | 91.31 | 92.43 | 91.77 | 89.45 | 93.39 | 92.45 | 91.57 | 91.89 | 90.65 | 90.16 | 93.33 | 93.30 | 90.69 | 91.14 | 89.15 |
| 86 | 372 | 56 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 90.32 | 89.89 | 90.01 | 90.24 | 92.72 | 91.24 | 92.67 | 85.40 | 90.82 | 91.63 | 90.99 | 90.67 | 91.12 | 91.86 | 90.10 | 89.95 | 94.91 | 91.70 | 89.44 | 91.82 | 89.88 | 90.50 | 91.64 | 90.79 | 90.23 | 88.24 |
| 87 | 372 | 56 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 91.24 | 91.86 | 92.47 | 92.86 | 90.29 | 89.41 | 89.83 | 90.06 | 90.46 | 92.15 | 90.15 | 88.78 | 91.62 | 92.85 | 92.18 | 91.10 | 90.33 | 92.80 | 91.34 | 89.43 | 91.06 | 90.21 | 86.75 | 89.55 | 90.35 | 89.09 |
| 116 | 372 | 56 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 93.26 | 92.49 | 91.08 | 91.82 | 90.97 | 87.66 | 89.44 | 91.40 | 89.21 | 89.25 | 92.37 | 89.81 | 90.21 | 89.65 | 88.59 | 89.63 | 90.92 | 89.63 | 90.71 | 92.25 | 88.99 | 88.14 | 90.79 | 88.55 | 89.33 | 90.01 |
| 117 | 372 | 56 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.81 | 87.98 | 90.30 | 90.34 | 90.73 | 89.66 | 87.10 | 87.85 | 88.86 | 87.51 | 90.31 | 89.29 | 90.22 | 91.10 | 90.33 | 90.93 | 89.64 | 89.57 | 89.57 | 87.18 | 89.00 | 88.42 | 92.67 | 89.08 | 90.07 | 89.40 |
| 118 | 372 | 56 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 90.69 | 90.77 | 91.81 | 90.35 | 91.23 | 90.80 | 89.63 | 90.27 | 88.59 | 89.31 | 92.00 | 89.46 | 90.55 | 89.92 | 84.59 | 90.27 | 89.86 | 90.74 | 91.88 | 87.67 | 91.68 | 87.48 | 89.31 | 89.87 | 89.90 | 91.46 |
| 119 | 372 | 56 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.63 | 91.73 | 91.12 | 89.63 | 90.71 | 90.05 | 90.76 | 87.80 | 89.21 | 90.44 | 89.80 | 91.86 | 90.99 | 88.85 | 88.99 | 91.44 | 89.65 | 89.32 | 91.77 | 91.06 | 91.97 | 90.90 | 91.96 | 89.00 | 87.48 | 89.38 |
| 148 | 372 | 56 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.43 | 88.43 | 89.99 | 92.18 | 88.43 | 89.03 | 88.58 | 90.50 | 87.63 | 89.54 | 89.30 | 91.22 | 84.73 | 89.96 | 88.82 | 91.15 | 91.32 | 87.14 | 91.15 | 90.32 | 92.02 | 89.77 | 88.67 | 90.63 | 87.88 | 87.52 |
| 149 | 372 | 56 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 91.40 | 91.32 | 90.40 | 91.77 | 88.81 | 90.43 | 93.01 | 90.91 | 90.27 | 87.51 | 89.98 | 91.89 | 94.03 | 91.69 | 89.83 | 91.38 | 92.31 | 90.91 | 89.78 | 90.06 | 90.82 | 89.60 | 90.73 | 89.94 | 89.91 | 91.46 |
| 150 | 372 | 56 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 90.00 | 89.27 | 90.59 | 90.16 | 89.91 | 91.82 | 90.22 | 89.26 | 91.05 | 88.98 | 92.04 | 92.70 | 93.54 | 91.17 | 89.02 | 92.74 | 93.47 | 90.96 | 90.51 | 91.66 | 92.24 | 90.67 | 89.82 | 90.24 | 90.83 | 91.01 |
| 151 | 372 | 56 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 92.16 | 91.51 | 94.05 | 92.22 | 89.32 | 93.23 | 90.53 | 90.97 | 93.03 | 91.97 | 90.89 | 88.91 | 88.80 | 91.46 | 90.61 | 91.93 | 92.26 | 92.64 | 92.50 | 89.97 | 92.65 | 89.80 | 93.31 | 88.90 | 88.01 | 90.03 |
| 180 | 372 | 56 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.51 | 89.77 | 91.97 | 90.83 | 89.20 | 89.02 | 89.94 | 84.79 | 91.12 | 91.67 | 91.01 | 90.57 | 90.62 | 90.83 | 89.67 | 24.42 | 91.53 | 91.62 | 89.89 | 89.42 | 89.72 | 93.45 | 90.27 | 90.01 | 89.38 | 88.29 |
| 181 | 372 | 56 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 92.53 | 89.79 | 93.27 | 89.70 | 93.00 | 91.48 | 92.26 | 89.35 | 88.53 | 91.58 | 93.18 | 89.75 | 90.22 | 93.24 | 92.41 | 92.29 | 89.78 | 90.17 | 90.59 | 93.70 | 92.33 | 91.15 | 90.90 | 91.76 | 90.62 | 90.32 |
| 182 | 372 | 56 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 94.22 | 92.05 | 90.69 | 92.09 | 90.14 | 91.53 | 90.33 | 24.42 | 90.79 | 89.10 | 89.59 | 89.36 | 87.57 | 89.00 | 90.47 | 92.55 | 91.88 | 90.16 | 89.73 | 91.52 | 92.78 | 88.98 | 89.97 | 88.89 | 91.06 | 91.19 |
| 183 | 372 | 56 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 94.26 | 92.52 | 92.80 | 89.79 | 92.40 | 91.01 | 91.17 | 93.00 | 94.09 | 90.04 | 92.61 | 90.51 | 93.17 | 89.66 | 89.98 | 92.43 | 93.07 | 90.18 | 92.43 | 91.25 | 92.18 | 91.11 | 92.07 | 91.27 | 90.48 | 91.85 |
| 212 | 372 | 56 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 92.61 | 90.16 | 91.11 | 90.54 | 90.86 | 89.81 | 91.84 | 87.50 | 89.86 | 88.98 | 91.42 | 87.74 | 88.81 | 91.12 | 87.07 | 86.03 | 90.07 | 92.49 | 89.18 | 90.00 | 91.23 | 89.56 | 90.18 | 89.62 | 88.83 | 87.32 |
| 213 | 372 | 56 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.72 | 89.81 | 92.31 | 90.59 | 88.91 | 89.37 | 89.03 | 88.57 | 91.52 | 88.98 | 91.06 | 91.24 | 90.49 | 88.72 | 89.06 | 90.83 | 89.08 | 89.10 | 90.05 | 89.85 | 88.12 | 89.97 | 90.84 | 87.38 | 89.50 | 87.78 |
| 214 | 372 | 56 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.58 | 90.31 | 91.04 | 91.17 | 90.67 | 90.02 | 91.84 | 88.51 | 90.17 | 89.34 | 89.24 | 89.85 | 92.25 | 88.88 | 88.36 | 89.82 | 89.83 | 88.97 | 89.79 | 90.68 | 89.83 | 89.43 | 90.58 | 88.27 | 87.12 | 91.61 |
| 215 | 372 | 56 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 90.47 | 88.24 | 90.45 | 90.25 | 90.09 | 90.36 | 90.63 | 89.00 | 91.07 | 89.26 | 91.90 | 89.46 | 88.93 | 91.64 | 91.06 | 90.31 | 90.51 | 90.35 | 93.52 | 91.68 | 91.93 | 89.32 | 91.48 | 89.51 | 89.63 | 90.64 |
| 244 | 372 | 56 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 92.07 | 88.92 | 92.63 | 89.34 | 93.24 | 91.45 | 90.12 | 91.04 | 91.66 | 90.05 | 88.82 | 90.12 | 91.16 | 91.77 | 89.22 | 90.97 | 90.31 | 91.52 | 91.64 | 91.93 | 90.70 | 90.61 | 91.69 | 88.89 | 92.25 | 90.75 |
| 245 | 372 | 56 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 92.95 | 91.15 | 91.72 | 91.02 | 91.68 | 91.24 | 91.76 | 92.12 | 92.02 | 91.41 | 89.43 | 90.03 | 91.90 | 90.43 | 90.11 | 91.99 | 90.90 | 91.83 | 92.03 | 89.47 | 91.27 | 89.19 | 90.98 | 91.82 | 91.49 | 90.00 |
| 246 | 372 | 56 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 92.01 | 91.65 | 91.17 | 24.42 | 92.22 | 91.80 | 89.60 | 89.22 | 92.32 | 89.57 | 90.04 | 88.86 | 89.99 | 93.42 | 89.52 | 93.52 | 92.46 | 91.85 | 88.73 | 88.12 | 89.27 | 91.42 | 92.37 | 89.07 | 87.86 | 86.71 |
| 247 | 372 | 56 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.88 | 92.79 | 90.06 | 89.79 | 90.94 | 89.18 | 88.15 | 88.19 | 90.66 | 89.32 | 93.03 | 89.26 | 91.45 | 91.14 | 88.59 | 93.00 | 91.74 | 90.96 | 90.61 | 90.04 | 90.25 | 90.16 | 90.55 | 89.60 | 88.50 | 90.33 |
| 276 | 372 | 56 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 90.09 | 91.56 | 84.63 | 90.21 | 89.71 | 90.51 | 89.79 | 91.71 | 89.77 | 90.23 | 90.88 | 90.26 | 88.99 | 91.85 | 90.46 | 90.84 | 92.48 | 89.31 | 90.10 | 92.00 | 89.17 | 90.54 | 91.58 | 91.39 | 90.18 | 90.56 |
| 277 | 372 | 56 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 92.55 | 91.29 | 93.51 | 91.00 | 92.88 | 90.61 | 93.30 | 90.61 | 92.23 | 90.71 | 89.30 | 91.04 | 90.93 | 91.71 | 92.51 | 91.50 | 92.82 | 93.28 | 92.93 | 91.92 | 89.61 | 90.57 | 91.01 | 88.28 | 89.32 | 88.64 |
| 278 | 372 | 56 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 90.77 | 90.95 | 93.23 | 88.26 | 90.34 | 90.01 | 91.76 | 90.77 | 91.18 | 90.83 | 91.10 | 91.31 | 91.54 | 90.51 | 91.53 | 90.27 | 90.49 | 90.28 | 92.97 | 91.25 | 89.19 | 92.75 | 92.10 | 88.83 | 91.67 | 91.30 |
| 279 | 372 | 56 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 91.96 | 91.20 | 90.87 | 93.95 | 90.80 | 89.00 | 91.68 | 91.24 | 92.08 | 90.69 | 91.43 | 92.67 | 92.93 | 91.43 | 88.56 | 94.49 | 91.47 | 90.36 | 92.84 | 90.36 | 93.40 | 88.97 | 91.68 | 89.00 | 88.24 | 88.83 |
| 308 | 372 | 56 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.72 | 91.98 | 90.40 | 87.33 | 88.78 | 89.36 | 90.68 | 89.50 | 88.70 | 88.23 | 91.48 | 87.64 | 90.85 | 91.18 | 87.39 | 87.07 | 86.06 | 88.37 | 89.39 | 88.34 | 90.52 | 88.93 | 91.03 | 88.50 | 91.27 | 86.18 |
| 309 | 372 | 56 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.49 | 90.95 | 90.68 | 88.21 | 91.74 | 91.43 | 89.59 | 91.29 | 91.43 | 90.93 | 88.23 | 91.21 | 92.09 | 89.54 | 90.46 | 93.31 | 93.17 | 92.15 | 91.73 | 93.57 | 91.76 | 87.44 | 90.16 | 88.96 | 90.42 | 90.54 |
| 310 | 372 | 56 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.31 | 91.39 | 89.37 | 89.86 | 91.20 | 90.55 | 90.19 | 90.36 | 89.18 | 89.92 | 91.97 | 91.33 | 92.76 | 92.94 | 88.98 | 89.27 | 89.63 | 89.30 | 90.50 | 89.19 | 90.55 | 91.75 | 91.42 | 90.82 | 88.78 | 91.22 |
| 311 | 372 | 56 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 91.19 | 91.55 | 90.09 | 88.94 | 90.29 | 90.19 | 86.77 | 90.86 | 91.47 | 90.20 | 92.46 | 86.86 | 91.43 | 91.36 | 89.77 | 91.63 | 89.70 | 89.60 | 93.39 | 92.16 | 88.58 | 90.48 | 90.66 | 90.37 | 89.81 | 87.83 |
| 340 | 372 | 56 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 92.77 | 90.60 | 90.34 | 91.16 | 92.16 | 91.01 | 89.89 | 91.77 | 91.18 | 91.25 | 91.96 | 90.36 | 90.36 | 92.20 | 90.40 | 91.47 | 90.30 | 91.22 | 93.47 | 89.69 | 89.37 | 90.33 | 92.37 | 90.66 | 89.87 | 89.64 |
| 341 | 372 | 56 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 83.18 | 92.18 | 91.17 | 90.64 | 91.20 | 89.94 | 91.57 | 91.91 | 90.83 | 87.99 | 91.00 | 91.93 | 93.32 | 89.29 | 88.46 | 90.96 | 89.33 | 89.25 | 89.87 | 88.70 | 86.03 | 89.71 | 90.22 | 90.81 | 88.57 | 89.17 |
| 342 | 372 | 56 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.98 | 90.76 | 88.81 | 91.13 | 91.96 | 90.05 | 90.56 | 91.32 | 91.44 | 87.20 | 91.16 | 91.19 | 92.08 | 90.95 | 91.40 | 91.17 | 91.80 | 87.25 | 91.89 | 91.18 | 90.95 | 90.12 | 90.86 | 90.92 | 90.83 | 88.81 |
| 343 | 372 | 56 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 91.79 | 91.04 | 93.05 | 92.29 | 90.38 | 89.99 | 89.78 | 91.51 | 92.01 | 88.88 | 89.87 | 91.69 | 89.24 | 92.41 | 90.42 | 90.70 | 89.87 | 93.53 | 92.51 | 90.96 | 93.10 | 90.68 | 92.77 | 90.56 | 89.42 | 89.62 |
| 372 | 372 | 56 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 92.56 | 90.86 | 88.54 | 88.66 | 92.92 | 90.85 | 88.33 | 89.71 | 90.79 | 87.73 | 87.49 | 88.31 | 90.40 | 88.65 | 89.26 | 90.00 | 91.65 | 89.73 | 89.71 | 91.34 | 90.46 | 85.15 | 88.94 | 88.68 | 89.05 | 88.28 |
| 373 | 372 | 56 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.33 | 91.94 | 87.66 | 91.00 | 91.80 | 89.96 | 89.38 | 91.05 | 90.14 | 92.76 | 91.91 | 88.34 | 91.52 | 91.27 | 88.17 | 92.13 | 89.88 | 92.84 | 90.62 | 90.09 | 90.27 | 90.97 | 91.47 | 90.52 | 90.96 | 90.30 |
| 374 | 372 | 56 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.73 | 88.59 | 89.51 | 93.02 | 91.30 | 89.68 | 89.61 | 89.30 | 89.99 | 92.74 | 92.45 | 91.71 | 91.49 | 92.59 | 89.31 | 91.36 | 92.40 | 88.93 | 90.73 | 91.40 | 91.92 | 89.96 | 87.76 | 92.15 | 89.28 | 90.17 |
| 375 | 372 | 56 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.61 | 88.58 | 93.24 | 91.82 | 90.48 | 89.60 | 91.19 | 92.32 | 90.01 | 89.68 | 92.35 | 90.33 | 90.91 | 91.87 | 89.17 | 92.01 | 92.48 | 91.71 | 91.68 | 91.09 | 92.71 | 91.39 | 91.60 | 91.70 | 91.04 | 90.00 |
| 404 | 372 | 56 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 90.27 | 91.32 | 91.17 | 90.10 | 92.16 | 90.99 | 91.47 | 89.25 | 89.08 | 91.50 | 90.38 | 88.55 | 91.01 | 91.08 | 88.43 | 91.77 | 90.13 | 90.12 | 89.94 | 90.21 | 90.50 | 87.20 | 91.17 | 87.85 | 88.26 | 90.76 |
| 405 | 372 | 56 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 91.02 | 91.82 | 92.51 | 91.81 | 90.24 | 91.75 | 90.28 | 89.83 | 89.10 | 89.59 | 90.58 | 89.47 | 88.21 | 91.21 | 90.85 | 91.80 | 89.89 | 89.29 | 91.19 | 90.39 | 90.86 | 88.16 | 90.10 | 91.36 | 88.43 | 88.05 |
| 406 | 372 | 56 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.19 | 89.22 | 93.89 | 88.22 | 92.31 | 89.48 | 93.20 | 89.88 | 90.28 | 86.81 | 91.44 | 89.60 | 91.53 | 92.90 | 90.27 | 91.39 | 89.95 | 92.71 | 92.90 | 91.97 | 91.28 | 91.02 | 92.82 | 87.09 | 90.26 | 91.78 |
| 407 | 372 | 56 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 90.54 | 90.84 | 90.00 | 91.17 | 91.15 | 92.05 | 90.96 | 89.17 | 92.01 | 90.42 | 89.13 | 89.14 | 91.67 | 91.35 | 89.46 | 90.71 | 90.72 | 92.81 | 91.57 | 90.66 | 90.57 | 87.86 | 90.83 | 92.27 | 89.50 | 88.72 |
| 436 | 372 | 56 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 90.82 | 88.15 | 91.28 | 93.68 | 91.53 | 89.83 | 90.62 | 87.11 | 91.17 | 87.64 | 92.67 | 90.73 | 90.36 | 88.92 | 92.04 | 90.76 | 89.02 | 89.49 | 89.97 | 89.20 | 91.43 | 91.28 | 90.96 | 90.28 | 92.23 | 89.84 |
| 437 | 372 | 56 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 91.37 | 88.69 | 91.40 | 90.02 | 91.12 | 90.47 | 90.39 | 91.26 | 90.55 | 89.93 | 92.05 | 91.14 | 93.66 | 90.13 | 89.69 | 91.41 | 90.45 | 89.10 | 91.61 | 91.72 | 89.10 | 88.15 | 89.89 | 90.03 | 89.85 | 88.34 |
| 438 | 372 | 56 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 90.58 | 91.54 | 93.02 | 91.18 | 92.07 | 90.35 | 88.88 | 92.38 | 91.54 | 90.00 | 92.11 | 90.89 | 92.10 | 91.73 | 89.91 | 89.60 | 94.42 | 91.83 | 92.98 | 90.11 | 90.98 | 91.46 | 92.30 | 88.68 | 89.73 | 91.27 |
| 439 | 372 | 56 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 93.38 | 93.98 | 90.01 | 89.22 | 93.03 | 90.32 | 91.37 | 93.30 | 92.86 | 88.96 | 92.80 | 92.69 | 91.37 | 92.07 | 88.28 | 91.27 | 90.52 | 90.65 | 90.71 | 91.22 | 89.53 | 91.99 | 90.83 | 89.52 | 89.66 | 91.02 |
| 468 | 372 | 56 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 90.98 | 91.50 | 91.32 | 87.42 | 88.39 | 91.15 | 90.37 | 92.00 | 89.73 | 92.27 | 91.30 | 89.75 | 91.05 | 89.93 | 87.97 | 87.91 | 88.69 | 91.38 | 91.80 | 90.60 | 89.14 | 90.12 | 92.73 | 91.07 | 88.08 | 90.60 |
| 469 | 372 | 56 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 92.30 | 90.36 | 93.68 | 90.58 | 92.99 | 89.17 | 90.61 | 90.15 | 92.58 | 91.10 | 90.46 | 90.49 | 91.07 | 94.07 | 91.17 | 90.15 | 93.55 | 93.39 | 92.00 | 89.84 | 91.31 | 91.69 | 92.65 | 88.59 | 88.50 | 89.64 |
| 470 | 372 | 56 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 90.07 | 90.52 | 92.04 | 90.82 | 92.17 | 90.32 | 89.90 | 89.48 | 92.79 | 90.21 | 90.23 | 91.68 | 92.06 | 92.38 | 92.02 | 89.49 | 91.04 | 91.63 | 91.94 | 92.22 | 91.52 | 89.73 | 91.51 | 90.89 | 91.78 | 89.96 |
| 471 | 372 | 56 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 91.98 | 93.55 | 92.38 | 93.46 | 91.44 | 89.31 | 94.18 | 89.61 | 91.29 | 91.30 | 89.97 | 89.19 | 90.49 | 89.54 | 91.54 | 90.96 | 91.14 | 92.02 | 91.69 | 90.97 | 91.05 | 89.25 | 92.68 | 92.23 | 89.53 | 90.30 |
| 500 | 372 | 56 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 91.65 | 91.11 | 92.44 | 89.87 | 88.34 | 89.89 | 90.06 | 93.69 | 89.92 | 88.60 | 90.00 | 90.29 | 92.31 | 90.58 | 88.36 | 91.12 | 90.34 | 87.71 | 90.68 | 88.98 | 90.98 | 89.25 | 89.74 | 90.65 | 90.22 | 88.86 |
| 501 | 372 | 56 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 94.29 | 88.89 | 90.74 | 91.21 | 90.51 | 89.82 | 90.61 | 90.79 | 89.87 | 90.73 | 89.02 | 89.86 | 91.31 | 90.49 | 89.92 | 91.82 | 90.12 | 89.11 | 90.67 | 90.22 | 94.41 | 90.96 | 90.88 | 93.25 | 91.05 | 88.32 |
| 502 | 372 | 56 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 90.05 | 90.61 | 91.22 | 88.93 | 92.34 | 89.97 | 90.63 | 90.11 | 88.60 | 88.82 | 91.42 | 88.96 | 88.58 | 87.61 | 88.08 | 87.87 | 90.92 | 91.39 | 92.67 | 90.34 | 90.49 | 88.41 | 91.87 | 91.44 | 90.92 | 89.66 |
| 503 | 372 | 56 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 91.33 | 90.12 | 93.47 | 87.75 | 90.98 | 90.00 | 92.03 | 91.31 | 92.81 | 90.22 | 88.50 | 91.75 | 89.20 | 91.93 | 90.99 | 92.73 | 90.56 | 91.22 | 90.47 | 91.33 | 90.03 | 90.15 | 91.93 | 89.25 | 90.41 | 88.41 |
| 532 | 372 | 56 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 86.12 | 90.12 | 91.34 | 90.52 | 92.62 | 90.23 | 91.48 | 90.46 | 89.60 | 90.22 | 87.77 | 91.81 | 92.69 | 91.23 | 87.52 | 90.22 | 89.69 | 88.12 | 89.46 | 91.13 | 89.09 | 88.63 | 88.27 | 90.96 | 90.26 | 87.82 |
| 533 | 372 | 56 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 93.35 | 91.95 | 93.70 | 90.89 | 91.44 | 91.46 | 91.29 | 90.57 | 93.00 | 90.56 | 92.00 | 90.22 | 89.15 | 91.00 | 90.15 | 91.39 | 92.57 | 92.29 | 92.85 | 91.38 | 89.60 | 90.58 | 89.57 | 91.17 | 90.70 | 90.64 |
| 534 | 372 | 56 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 92.12 | 90.25 | 94.36 | 91.99 | 94.94 | 91.09 | 91.29 | 91.04 | 90.84 | 91.77 | 91.85 | 92.86 | 92.01 | 91.75 | 91.94 | 93.46 | 90.22 | 91.20 | 90.26 | 90.93 | 89.38 | 92.34 | 91.84 | 91.23 | 90.25 | 89.65 |
| 535 | 372 | 56 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 90.50 | 92.08 | 92.44 | 93.36 | 92.21 | 90.05 | 91.15 | 91.74 | 92.14 | 89.27 | 90.97 | 89.08 | 90.75 | 91.09 | 91.69 | 93.01 | 89.35 | 91.47 | 91.21 | 91.93 | 90.88 | 89.75 | 91.18 | 90.59 | 90.40 | 92.74 |
| 564 | 372 | 56 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 91.13 | 87.22 | 92.54 | 89.51 | 91.15 | 92.02 | 87.92 | 92.01 | 91.39 | 91.45 | 91.01 | 90.48 | 91.65 | 88.72 | 92.68 | 92.25 | 90.76 | 91.04 | 91.22 | 90.70 | 89.32 | 90.34 | 88.70 | 89.89 | 90.04 | 90.32 |
| 565 | 372 | 56 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 91.65 | 90.74 | 90.24 | 87.84 | 91.50 | 91.35 | 90.91 | 90.55 | 91.42 | 91.96 | 91.62 | 89.70 | 93.11 | 90.63 | 89.21 | 89.81 | 89.71 | 92.97 | 92.76 | 91.51 | 89.78 | 92.58 | 91.65 | 90.10 | 91.51 | 90.24 |
| 566 | 372 | 56 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.13 | 92.77 | 91.24 | 91.39 | 89.80 | 89.80 | 93.18 | 92.48 | 89.97 | 91.34 | 89.20 | 90.94 | 92.09 | 92.50 | 89.42 | 93.20 | 91.27 | 89.48 | 93.57 | 90.24 | 90.65 | 91.06 | 90.10 | 89.71 | 89.41 | 92.24 |
| 567 | 372 | 56 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 90.20 | 88.82 | 90.80 | 89.95 | 93.48 | 91.71 | 92.34 | 90.78 | 92.81 | 91.11 | 91.51 | 93.23 | 92.68 | 92.40 | 90.64 | 93.58 | 90.37 | 91.16 | 91.10 | 91.27 | 93.42 | 90.37 | 92.45 | 88.79 | 89.59 | 89.80 |
| 596 | 372 | 56 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.50 | 89.03 | 91.28 | 88.70 | 91.08 | 89.72 | 90.27 | 89.77 | 89.22 | 90.11 | 91.33 | 88.01 | 88.89 | 89.70 | 90.05 | 89.76 | 90.71 | 91.76 | 91.00 | 89.98 | 90.31 | 89.07 | 91.76 | 88.88 | 91.28 | 88.45 |
| 597 | 372 | 56 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.70 | 89.31 | 89.59 | 89.59 | 90.11 | 85.92 | 90.04 | 90.51 | 90.57 | 90.98 | 91.39 | 90.78 | 90.78 | 89.86 | 89.35 | 89.15 | 90.07 | 88.97 | 88.85 | 90.63 | 91.16 | 87.19 | 90.84 | 90.82 | 92.79 | 90.60 |
| 598 | 372 | 56 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.32 | 89.48 | 87.57 | 89.18 | 88.56 | 89.42 | 91.73 | 90.18 | 89.48 | 90.06 | 90.83 | 87.40 | 89.73 | 90.57 | 89.73 | 90.45 | 90.65 | 90.82 | 89.67 | 88.38 | 89.19 | 88.83 | 92.19 | 87.67 | 92.04 | 87.89 |
| 599 | 372 | 56 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.53 | 90.05 | 90.23 | 91.21 | 92.33 | 89.56 | 89.92 | 90.09 | 89.82 | 90.66 | 90.64 | 87.62 | 89.96 | 89.17 | 88.63 | 89.89 | 91.10 | 90.68 | 91.02 | 90.21 | 87.74 | 89.65 | 90.85 | 88.51 | 88.69 | 90.30 |
| 628 | 372 | 56 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.99 | 89.67 | 88.08 | 90.12 | 91.08 | 88.59 | 89.59 | 89.07 | 90.31 | 90.83 | 91.93 | 90.93 | 88.84 | 89.30 | 90.05 | 90.25 | 91.78 | 89.14 | 91.04 | 91.52 | 90.64 | 86.31 | 92.38 | 89.28 | 90.39 | 89.52 |
| 629 | 372 | 56 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.71 | 91.25 | 91.30 | 91.08 | 90.99 | 90.97 | 90.67 | 90.54 | 91.00 | 90.67 | 90.50 | 88.62 | 91.06 | 90.87 | 89.57 | 88.64 | 88.79 | 91.27 | 91.05 | 89.85 | 91.86 | 90.19 | 93.03 | 92.04 | 89.96 | 90.22 |
| 630 | 372 | 56 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 90.63 | 92.29 | 91.46 | 91.15 | 90.24 | 89.95 | 90.08 | 88.91 | 89.13 | 88.63 | 90.51 | 89.85 | 88.80 | 90.16 | 89.49 | 90.66 | 90.29 | 89.98 | 90.77 | 91.27 | 91.08 | 89.57 | 92.87 | 91.43 | 90.88 | 90.75 |
| 631 | 372 | 56 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.60 | 88.91 | 91.13 | 92.04 | 88.44 | 91.65 | 91.31 | 89.38 | 88.48 | 90.03 | 90.49 | 88.08 | 89.84 | 91.21 | 89.60 | 88.98 | 90.88 | 91.85 | 92.06 | 90.78 | 91.10 | 89.06 | 91.26 | 90.45 | 90.97 | 91.22 |
| 660 | 372 | 56 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.97 | 91.61 | 91.39 | 91.18 | 91.69 | 90.90 | 90.52 | 91.05 | 92.21 | 91.40 | 92.27 | 90.04 | 91.49 | 90.67 | 89.12 | 90.76 | 91.79 | 90.30 | 92.49 | 92.01 | 90.02 | 88.97 | 93.51 | 90.36 | 91.42 | 90.19 |
| 661 | 372 | 56 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.81 | 91.66 | 92.84 | 90.15 | 89.62 | 91.75 | 88.83 | 90.08 | 89.84 | 91.30 | 86.34 | 89.78 | 89.86 | 89.96 | 90.07 | 90.02 | 90.85 | 89.09 | 91.00 | 89.61 | 89.12 | 89.17 | 90.42 | 91.19 | 91.94 | 89.85 |
| 662 | 372 | 56 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.93 | 92.29 | 91.81 | 90.67 | 92.73 | 92.19 | 91.29 | 89.83 | 89.91 | 89.83 | 92.15 | 90.96 | 90.11 | 91.86 | 90.27 | 90.40 | 90.27 | 90.85 | 91.29 | 89.69 | 92.71 | 89.64 | 92.73 | 91.94 | 91.35 | 90.90 |
| 663 | 372 | 56 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.77 | 90.07 | 92.13 | 92.50 | 92.04 | 91.53 | 92.58 | 90.45 | 91.77 | 88.92 | 91.51 | 90.57 | 91.83 | 92.41 | 87.77 | 91.16 | 90.38 | 90.55 | 93.27 | 89.17 | 90.25 | 89.37 | 92.06 | 90.36 | 91.38 | 90.31 |
| 692 | 372 | 56 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 89.03 | 90.10 | 91.92 | 90.79 | 89.25 | 88.44 | 86.26 | 90.88 | 90.30 | 89.50 | 87.44 | 91.01 | 88.93 | 89.46 | 90.52 | 90.47 | 90.67 | 91.03 | 89.73 | 89.53 | 89.29 | 88.81 | 91.52 | 90.13 | 89.13 | 88.43 |
| 693 | 372 | 56 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 91.24 | 90.31 | 91.66 | 90.40 | 91.49 | 89.83 | 89.87 | 87.09 | 88.50 | 90.54 | 90.24 | 90.61 | 90.73 | 90.57 | 90.28 | 90.14 | 89.48 | 91.10 | 92.69 | 89.34 | 90.07 | 90.20 | 93.55 | 89.90 | 91.19 | 89.75 |
| 694 | 372 | 56 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.98 | 89.82 | 87.81 | 87.66 | 90.08 | 86.95 | 87.39 | 89.63 | 88.21 | 88.47 | 89.66 | 89.23 | 88.31 | 88.35 | 90.58 | 89.33 | 90.75 | 91.04 | 90.15 | 90.26 | 91.80 | 88.66 | 91.93 | 87.97 | 87.56 | 89.22 |
| 695 | 372 | 56 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 90.66 | 89.05 | 89.09 | 89.59 | 89.83 | 87.01 | 89.54 | 87.22 | 90.91 | 89.46 | 88.37 | 89.65 | 90.29 | 90.17 | 90.58 | 90.79 | 90.77 | 90.74 | 91.27 | 89.22 | 89.22 | 89.22 | 91.49 | 89.80 | 87.98 | 87.81 |
| 724 | 372 | 56 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 90.36 | 90.62 | 92.03 | 90.81 | 89.79 | 91.03 | 91.57 | 89.33 | 91.05 | 88.17 | 91.14 | 89.88 | 91.50 | 91.11 | 89.11 | 91.61 | 91.88 | 91.09 | 92.53 | 90.69 | 90.76 | 88.79 | 91.47 | 90.22 | 88.20 | 90.86 |
| 725 | 372 | 56 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 91.23 | 92.26 | 91.42 | 91.19 | 89.53 | 90.30 | 89.97 | 90.43 | 90.54 | 89.90 | 88.03 | 88.59 | 89.30 | 90.04 | 89.93 | 89.89 | 91.57 | 89.29 | 91.28 | 90.64 | 90.07 | 90.65 | 91.59 | 90.90 | 89.32 | 89.38 |
| 726 | 372 | 56 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.34 | 90.36 | 90.92 | 91.53 | 91.53 | 91.27 | 91.75 | 90.56 | 88.80 | 89.12 | 91.95 | 91.31 | 92.91 | 92.48 | 90.90 | 90.99 | 89.37 | 91.08 | 92.30 | 88.65 | 89.76 | 89.74 | 92.45 | 89.93 | 91.17 | 88.71 |
| 727 | 372 | 56 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 91.14 | 91.56 | 92.08 | 91.35 | 91.83 | 90.54 | 90.60 | 88.26 | 90.31 | 91.03 | 89.97 | 89.63 | 89.50 | 90.15 | 89.93 | 89.87 | 87.35 | 90.92 | 92.21 | 90.06 | 90.13 | 89.05 | 92.02 | 91.44 | 90.81 | 89.25 |
| 756 | 372 | 56 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 92.18 | 91.11 | 92.74 | 92.16 | 90.00 | 92.47 | 91.30 | 91.03 | 90.75 | 90.61 | 90.65 | 91.93 | 90.33 | 90.71 | 87.95 | 91.26 | 90.33 | 92.30 | 92.27 | 91.45 | 88.14 | 89.18 | 91.39 | 91.64 | 88.62 | 90.40 |
| 757 | 372 | 56 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 92.77 | 89.84 | 91.37 | 91.01 | 90.27 | 92.03 | 91.19 | 90.70 | 91.25 | 89.34 | 92.76 | 90.10 | 89.82 | 90.80 | 90.05 | 90.53 | 93.19 | 91.48 | 91.08 | 91.44 | 90.11 | 91.07 | 92.67 | 90.97 | 90.51 | 89.42 |
| 758 | 372 | 56 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 91.06 | 90.04 | 92.24 | 92.55 | 90.83 | 91.72 | 90.53 | 90.99 | 89.48 | 90.12 | 91.91 | 91.00 | 90.41 | 89.39 | 89.64 | 90.46 | 90.73 | 90.41 | 92.28 | 88.26 | 90.34 | 89.02 | 92.62 | 90.19 | 91.33 | 91.06 |
| 759 | 372 | 56 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 90.52 | 91.57 | 92.29 | 90.28 | 91.06 | 91.79 | 90.83 | 92.33 | 90.00 | 89.28 | 92.00 | 90.75 | 91.42 | 91.19 | 90.56 | 90.39 | 91.82 | 91.98 | 91.76 | 93.27 | 89.65 | 89.21 | 92.81 | 89.98 | 91.18 | 91.17 |
| 788 | 372 | 56 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 89.85 | 90.91 | 88.75 | 89.35 | 91.18 | 89.56 | 91.09 | 90.74 | 91.08 | 89.01 | 91.74 | 88.17 | 88.13 | 91.15 | 89.61 | 91.54 | 90.10 | 89.03 | 91.82 | 88.45 | 91.51 | 90.44 | 92.76 | 90.15 | 90.87 | 88.08 |
| 789 | 372 | 56 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.60 | 90.04 | 88.69 | 89.98 | 89.92 | 89.33 | 89.07 | 88.83 | 88.51 | 88.54 | 89.82 | 88.40 | 91.06 | 89.48 | 88.93 | 89.40 | 90.29 | 89.89 | 91.34 | 87.68 | 89.51 | 87.26 | 91.34 | 89.72 | 89.61 | 89.88 |
| 790 | 372 | 56 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 90.81 | 90.55 | 90.09 | 90.48 | 89.41 | 89.31 | 89.24 | 89.02 | 90.80 | 90.18 | 90.43 | 89.72 | 89.01 | 90.30 | 87.84 | 90.63 | 91.77 | 89.29 | 89.36 | 87.36 | 88.73 | 89.29 | 89.66 | 91.67 | 87.79 | 90.07 |
| 791 | 372 | 56 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 91.30 | 90.80 | 91.39 | 90.53 | 90.78 | 86.54 | 91.55 | 87.98 | 89.23 | 89.75 | 89.81 | 88.14 | 92.06 | 90.54 | 89.03 | 92.04 | 91.00 | 90.05 | 92.78 | 89.01 | 88.71 | 87.91 | 91.76 | 89.20 | 89.13 | 88.84 |
| 820 | 372 | 56 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 91.59 | 91.28 | 91.74 | 90.01 | 91.74 | 90.22 | 89.11 | 89.71 | 89.75 | 89.81 | 90.71 | 90.49 | 89.24 | 90.83 | 89.94 | 89.85 | 92.29 | 90.59 | 91.57 | 90.67 | 90.33 | 91.56 | 91.38 | 92.29 | 89.64 | 90.85 |
| 821 | 372 | 56 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 91.08 | 90.57 | 90.93 | 89.35 | 91.33 | 90.16 | 92.29 | 90.58 | 87.21 | 88.81 | 90.34 | 90.59 | 89.60 | 89.60 | 91.26 | 90.37 | 91.82 | 90.78 | 88.49 | 91.83 | 88.89 | 88.63 | 92.77 | 90.94 | 92.22 | 89.54 |
| 822 | 372 | 56 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 91.70 | 91.60 | 90.71 | 88.71 | 91.53 | 91.56 | 90.96 | 90.74 | 90.14 | 90.84 | 90.50 | 91.30 | 89.85 | 90.27 | 91.47 | 90.78 | 91.21 | 88.96 | 90.90 | 92.21 | 92.11 | 88.27 | 91.72 | 92.31 | 86.83 | 87.52 |
| 823 | 372 | 56 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 90.74 | 90.33 | 91.25 | 91.54 | 90.95 | 88.61 | 89.35 | 90.05 | 90.44 | 89.66 | 89.30 | 88.71 | 91.00 | 88.30 | 88.96 | 91.37 | 91.55 | 90.70 | 91.72 | 90.59 | 92.01 | 86.75 | 91.29 | 89.58 | 90.74 | 90.46 |
| 852 | 372 | 56 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 89.99 | 90.48 | 91.33 | 89.61 | 90.53 | 90.54 | 90.88 | 89.05 | 90.81 | 89.23 | 91.45 | 92.04 | 90.22 | 90.84 | 90.38 | 91.67 | 91.57 | 89.69 | 91.22 | 91.88 | 90.01 | 89.13 | 93.29 | 92.19 | 91.13 | 87.59 |
| 853 | 372 | 56 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.41 | 91.05 | 90.81 | 90.02 | 91.14 | 91.48 | 91.29 | 90.37 | 90.17 | 90.45 | 92.23 | 90.79 | 91.79 | 91.78 | 91.74 | 89.00 | 90.87 | 89.14 | 92.81 | 90.81 | 89.75 | 89.46 | 93.04 | 90.96 | 91.03 | 89.08 |
| 854 | 372 | 56 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 90.84 | 90.53 | 90.41 | 91.15 | 90.80 | 90.88 | 88.80 | 92.57 | 89.81 | 89.64 | 90.91 | 92.61 | 90.81 | 91.14 | 89.51 | 89.18 | 92.07 | 90.91 | 92.26 | 89.56 | 90.19 | 89.99 | 92.08 | 90.08 | 91.74 | 91.90 |
| 855 | 372 | 56 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 91.31 | 92.35 | 91.79 | 89.90 | 90.68 | 92.03 | 92.38 | 89.43 | 89.18 | 88.32 | 92.27 | 89.85 | 90.07 | 87.96 | 90.30 | 91.42 | 89.88 | 91.59 | 94.02 | 90.98 | 92.15 | 91.80 | 92.17 | 89.31 | 91.69 | 91.30 |
| 884 | 372 | 56 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.29 | 90.52 | 88.43 | 89.62 | 89.84 | 88.33 | 89.19 | 89.04 | 92.30 | 89.01 | 92.13 | 88.60 | 88.65 | 89.64 | 90.68 | 90.97 | 90.38 | 91.87 | 89.64 | 89.69 | 90.96 | 89.41 | 90.95 | 91.80 | 90.63 | 89.75 |
| 885 | 372 | 56 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.98 | 90.04 | 91.17 | 90.93 | 91.38 | 90.56 | 90.24 | 91.30 | 88.08 | 90.32 | 91.51 | 89.41 | 89.71 | 89.72 | 89.26 | 88.29 | 92.81 | 90.16 | 90.71 | 91.23 | 90.22 | 89.74 | 91.71 | 89.10 | 89.52 | 89.12 |
| 886 | 372 | 56 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.31 | 88.59 | 90.20 | 90.82 | 91.07 | 90.09 | 90.32 | 90.33 | 91.10 | 89.21 | 89.58 | 90.81 | 91.65 | 89.84 | 88.69 | 88.67 | 89.24 | 92.68 | 89.84 | 86.23 | 92.67 | 88.50 | 90.97 | 90.24 | 90.52 | 88.66 |
| 887 | 372 | 56 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.26 | 91.80 | 92.12 | 90.32 | 91.25 | 90.64 | 90.98 | 89.04 | 89.93 | 89.71 | 90.95 | 90.72 | 91.47 | 88.90 | 89.55 | 89.48 | 88.28 | 89.54 | 90.52 | 88.21 | 90.63 | 88.95 | 92.35 | 90.00 | 90.13 | 87.85 |
| 916 | 372 | 56 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.08 | 92.06 | 92.01 | 90.05 | 92.36 | 90.43 | 91.91 | 91.36 | 90.75 | 91.18 | 91.60 | 87.70 | 88.51 | 91.34 | 91.16 | 90.63 | 90.94 | 89.76 | 91.23 | 88.83 | 90.05 | 90.14 | 91.87 | 91.20 | 87.36 | 87.25 |
| 917 | 372 | 56 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.32 | 92.01 | 90.18 | 91.33 | 89.70 | 91.79 | 89.71 | 92.28 | 90.64 | 88.67 | 89.12 | 89.85 | 90.17 | 92.40 | 88.92 | 91.00 | 90.73 | 90.91 | 92.56 | 90.69 | 91.63 | 88.88 | 93.02 | 90.52 | 89.19 | 91.27 |
| 918 | 372 | 56 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.09 | 91.26 | 88.73 | 90.33 | 89.52 | 90.28 | 91.28 | 89.83 | 89.95 | 90.62 | 91.86 | 89.94 | 89.74 | 90.78 | 89.25 | 90.54 | 92.04 | 90.28 | 90.77 | 90.39 | 91.44 | 87.59 | 92.68 | 91.80 | 90.22 | 89.37 |
| 919 | 372 | 56 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.08 | 90.00 | 90.60 | 89.20 | 90.39 | 89.14 | 90.19 | 91.21 | 90.93 | 91.73 | 91.99 | 90.31 | 91.27 | 90.42 | 89.39 | 90.37 | 91.02 | 90.21 | 90.72 | 91.56 | 90.53 | 89.18 | 92.10 | 90.26 | 90.82 | 90.14 |
| 948 | 372 | 56 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.06 | 90.52 | 91.58 | 90.68 | 89.94 | 91.19 | 91.41 | 88.70 | 90.08 | 91.40 | 90.74 | 89.62 | 86.91 | 91.50 | 89.65 | 89.03 | 91.63 | 91.75 | 91.87 | 91.83 | 89.62 | 89.70 | 93.22 | 90.78 | 92.85 | 90.40 |
| 949 | 372 | 56 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.98 | 89.98 | 92.08 | 92.61 | 91.51 | 91.11 | 89.56 | 90.22 | 90.59 | 90.99 | 90.44 | 91.75 | 91.28 | 91.79 | 89.56 | 91.47 | 90.04 | 91.12 | 90.80 | 90.52 | 91.82 | 88.65 | 91.92 | 91.21 | 89.98 | 89.33 |
| 950 | 372 | 56 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.00 | 90.38 | 89.40 | 90.17 | 91.39 | 87.14 | 92.03 | 88.59 | 90.77 | 89.34 | 93.74 | 88.65 | 87.66 | 91.34 | 90.46 | 92.82 | 89.71 | 90.31 | 90.89 | 89.09 | 90.98 | 88.60 | 93.05 | 91.19 | 90.69 | 91.64 |
| 951 | 372 | 56 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.29 | 90.56 | 91.64 | 93.40 | 90.46 | 89.62 | 90.26 | 91.09 | 89.85 | 93.10 | 91.24 | 90.50 | 90.11 | 89.84 | 91.40 | 90.97 | 91.52 | 90.54 | 93.38 | 92.32 | 89.00 | 91.30 | 92.11 | 89.08 | 91.08 | 89.40 |
| 980 | 372 | 56 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 90.09 | 90.09 | 89.90 | 91.45 | 89.42 | 89.60 | 88.16 | 89.09 | 90.06 | 88.64 | 88.42 | 88.84 | 89.03 | 89.21 | 89.84 | 89.93 | 90.84 | 87.54 | 89.76 | 91.68 | 87.84 | 86.16 | 91.83 | 89.38 | 90.72 | 86.72 |
| 981 | 372 | 56 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.47 | 89.09 | 90.05 | 90.08 | 88.43 | 90.08 | 90.06 | 88.60 | 89.97 | 89.21 | 90.50 | 90.95 | 87.02 | 90.01 | 89.13 | 89.49 | 88.27 | 89.44 | 91.57 | 90.03 | 88.15 | 89.78 | 90.93 | 90.68 | 92.19 | 88.96 |
| 982 | 372 | 56 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.29 | 89.35 | 89.53 | 90.01 | 90.33 | 90.28 | 89.58 | 89.62 | 88.03 | 90.58 | 89.40 | 90.72 | 90.53 | 89.17 | 89.74 | 90.26 | 91.55 | 90.37 | 90.54 | 88.48 | 91.06 | 89.05 | 90.97 | 89.82 | 89.77 | 89.07 |
| 983 | 372 | 56 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.37 | 90.54 | 88.68 | 87.75 | 89.85 | 87.17 | 88.88 | 90.29 | 89.52 | 90.19 | 91.48 | 87.60 | 89.21 | 90.17 | 88.33 | 87.53 | 91.11 | 89.54 | 88.66 | 91.31 | 89.37 | 88.04 | 90.41 | 89.39 | 88.17 | 89.90 |
| 1012 | 372 | 56 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 89.59 | 91.38 | 90.28 | 90.28 | 88.19 | 91.05 | 90.10 | 90.45 | 90.57 | 89.76 | 91.11 | 89.08 | 91.18 | 91.83 | 89.64 | 90.03 | 89.67 | 92.13 | 93.17 | 90.99 | 87.77 | 91.18 | 91.59 | 89.66 | 92.28 | 90.35 |
| 1013 | 372 | 56 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 91.25 | 89.56 | 91.75 | 89.80 | 88.08 | 89.01 | 88.46 | 88.76 | 90.04 | 91.08 | 91.37 | 89.26 | 91.04 | 90.58 | 91.78 | 90.47 | 89.58 | 91.09 | 92.53 | 91.12 | 92.25 | 88.22 | 92.05 | 88.35 | 89.78 | 87.98 |
| 1014 | 372 | 56 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 91.75 | 92.04 | 92.02 | 90.52 | 89.64 | 89.42 | 90.13 | 91.09 | 91.17 | 90.29 | 91.52 | 89.18 | 89.91 | 90.50 | 89.88 | 91.53 | 91.31 | 90.27 | 90.48 | 92.14 | 90.78 | 88.11 | 92.16 | 92.88 | 91.20 | 89.08 |
| 1015 | 372 | 56 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 91.02 | 91.03 | 89.35 | 89.23 | 90.09 | 90.29 | 89.30 | 89.22 | 91.53 | 89.45 | 90.85 | 90.28 | 92.13 | 91.19 | 89.21 | 90.40 | 90.54 | 91.76 | 91.34 | 90.71 | 90.40 | 89.00 | 92.01 | 89.57 | 92.88 | 88.79 |
| 1044 | 372 | 56 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 90.62 | 90.69 | 91.94 | 90.39 | 90.89 | 90.82 | 90.04 | 88.31 | 90.32 | 90.27 | 91.55 | 91.77 | 90.47 | 91.60 | 90.16 | 91.37 | 91.52 | 90.35 | 90.30 | 90.73 | 90.85 | 89.28 | 88.14 | 89.94 | 90.36 | 90.06 |
| 1045 | 372 | 56 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 91.51 | 90.38 | 92.15 | 89.87 | 90.10 | 91.26 | 90.63 | 90.51 | 91.60 | 90.86 | 89.76 | 90.06 | 91.45 | 91.76 | 89.07 | 89.22 | 90.35 | 90.16 | 91.43 | 92.33 | 89.17 | 89.94 | 91.38 | 90.11 | 91.98 | 88.06 |
| 1046 | 372 | 56 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 92.23 | 90.93 | 90.93 | 88.41 | 89.42 | 92.89 | 91.05 | 89.30 | 91.15 | 90.61 | 91.58 | 91.27 | 92.29 | 89.67 | 89.58 | 90.84 | 90.18 | 90.69 | 92.19 | 91.22 | 91.74 | 90.71 | 91.53 | 90.47 | 90.97 | 91.52 |
| 1047 | 372 | 56 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 91.89 | 91.31 | 90.85 | 91.29 | 91.53 | 91.15 | 90.35 | 90.15 | 91.88 | 91.77 | 90.29 | 91.04 | 91.46 | 92.62 | 91.40 | 90.64 | 91.07 | 92.00 | 91.81 | 90.02 | 90.98 | 87.47 | 92.00 | 91.34 | 90.53 | 89.52 |
| 1076 | 372 | 56 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 90.46 | 91.23 | 90.73 | 90.10 | 87.85 | 90.23 | 90.85 | 89.59 | 87.77 | 89.34 | 90.33 | 88.02 | 89.17 | 90.28 | 88.82 | 87.40 | 89.60 | 88.06 | 91.09 | 89.00 | 89.39 | 90.37 | 90.23 | 89.00 | 87.05 | 88.00 |
| 1077 | 372 | 56 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.24 | 89.30 | 87.82 | 88.87 | 91.07 | 88.38 | 87.80 | 89.07 | 89.59 | 87.94 | 88.05 | 86.53 | 88.21 | 89.82 | 89.37 | 86.27 | 88.84 | 89.29 | 89.58 | 88.93 | 88.43 | 87.10 | 90.17 | 87.74 | 86.53 | 89.14 |
| 1078 | 372 | 56 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 87.98 | 87.94 | 89.58 | 88.62 | 89.49 | 90.17 | 88.60 | 87.04 | 89.61 | 88.98 | 88.23 | 88.66 | 88.90 | 89.46 | 88.84 | 90.45 | 91.23 | 91.56 | 87.87 | 89.43 | 89.15 | 87.51 | 89.66 | 88.64 | 90.94 | 86.19 |
| 1079 | 372 | 56 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 90.61 | 88.44 | 91.13 | 89.41 | 87.58 | 88.99 | 88.40 | 89.80 | 90.01 | 88.35 | 91.82 | 87.65 | 90.02 | 90.12 | 90.60 | 90.06 | 89.32 | 89.00 | 90.21 | 88.86 | 87.82 | 87.09 | 91.96 | 90.35 | 91.08 | 89.26 |
| 1108 | 372 | 56 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 93.35 | 90.16 | 90.54 | 91.12 | 90.13 | 89.07 | 91.32 | 90.14 | 91.32 | 89.36 | 91.16 | 86.73 | 90.36 | 89.38 | 85.70 | 92.01 | 89.49 | 89.79 | 89.22 | 88.82 | 89.82 | 89.78 | 92.46 | 91.23 | 91.24 | 88.15 |
| 1109 | 372 | 56 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.68 | 86.58 | 91.03 | 90.28 | 92.40 | 86.66 | 90.39 | 89.65 | 89.90 | 88.73 | 91.22 | 88.42 | 90.00 | 90.69 | 87.16 | 90.47 | 90.97 | 90.04 | 89.16 | 86.71 | 90.02 | 91.09 | 90.61 | 89.74 | 92.48 | 89.93 |
| 1110 | 372 | 56 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.40 | 91.61 | 89.24 | 89.92 | 91.26 | 87.66 | 90.80 | 90.10 | 90.76 | 90.11 | 91.46 | 90.01 | 88.59 | 90.05 | 89.83 | 90.28 | 91.57 | 91.23 | 91.02 | 89.71 | 88.65 | 89.33 | 93.07 | 89.72 | 90.56 | 87.37 |
| 1111 | 372 | 56 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.65 | 90.43 | 88.80 | 91.10 | 91.17 | 91.49 | 90.54 | 90.45 | 89.28 | 89.98 | 92.38 | 91.55 | 89.93 | 89.01 | 90.78 | 90.27 | 90.41 | 89.43 | 92.29 | 89.92 | 88.24 | 90.01 | 92.55 | 90.85 | 89.63 | 90.67 |
| 1140 | 372 | 56 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 90.88 | 90.84 | 91.24 | 90.90 | 89.88 | 91.05 | 90.25 | 90.93 | 90.73 | 89.66 | 90.02 | 89.10 | 90.42 | 93.25 | 90.18 | 91.86 | 92.79 | 89.49 | 92.51 | 91.58 | 90.33 | 91.43 | 93.56 | 91.84 | 90.56 | 91.19 |
| 1141 | 372 | 56 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 90.09 | 90.38 | 91.12 | 88.06 | 89.97 | 91.92 | 91.08 | 88.04 | 90.89 | 89.66 | 90.94 | 90.45 | 90.00 | 88.72 | 90.77 | 91.62 | 92.22 | 91.01 | 92.28 | 91.23 | 88.72 | 88.80 | 94.00 | 90.55 | 90.97 | 90.95 |
| 1142 | 372 | 56 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 92.27 | 89.42 | 90.69 | 89.28 | 90.67 | 90.79 | 90.36 | 90.22 | 90.22 | 91.35 | 91.20 | 90.06 | 91.34 | 90.10 | 90.90 | 90.11 | 91.12 | 90.99 | 90.84 | 90.47 | 89.63 | 90.04 | 93.63 | 88.63 | 92.23 | 91.03 |
| 1143 | 372 | 56 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.31 | 90.61 | 91.83 | 90.52 | 90.53 | 88.52 | 91.08 | 91.27 | 89.92 | 90.51 | 90.26 | 89.86 | 90.00 | 91.41 | 90.81 | 91.85 | 90.52 | 91.31 | 92.58 | 92.31 | 91.13 | 89.18 | 93.23 | 90.65 | 90.91 | 90.92 |
The global mean maximum row:
| mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | average_map | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 693 | 89.08 | 88.51 | 88.47 | 88.85 | 89.65 | 89.49 | 89.14 | 88.08 | 88.27 | 87.57 | 89.51 | 89.14 | 90.15 | 88.00 | 89.56 | 87.77 | 87.02 | 88.91 | 89.21 | 89.39 | 86.93 | 88.13 | 88.97 | 88.25 | 89.91 | 88.13 | 88.695769 |
| 629 | 88.46 | 88.01 | 89.91 | 88.01 | 87.26 | 88.58 | 87.46 | 89.06 | 88.27 | 89.01 | 88.97 | 88.12 | 88.35 | 88.82 | 87.45 | 90.10 | 87.01 | 89.30 | 87.87 | 89.62 | 89.71 | 88.42 | 89.75 | 88.41 | 88.19 | 88.68 | 88.569231 |
| 917 | 88.43 | 88.51 | 88.68 | 88.72 | 88.16 | 90.50 | 88.66 | 89.30 | 88.88 | 86.73 | 89.69 | 89.02 | 88.44 | 88.27 | 87.09 | 89.87 | 88.32 | 88.52 | 89.20 | 89.34 | 88.79 | 87.74 | 89.69 | 85.60 | 86.87 | 89.53 | 88.559615 |
| 949 | 88.15 | 87.04 | 88.45 | 89.10 | 88.86 | 89.69 | 87.50 | 87.73 | 89.01 | 88.61 | 87.71 | 89.67 | 90.10 | 87.58 | 87.77 | 88.95 | 88.27 | 89.21 | 89.46 | 90.19 | 87.80 | 87.06 | 90.10 | 88.73 | 87.85 | 87.73 | 88.550769 |
| 596 | 88.07 | 87.81 | 87.48 | 88.42 | 87.88 | 89.55 | 88.82 | 87.91 | 88.22 | 88.48 | 87.88 | 88.96 | 89.21 | 89.26 | 89.97 | 88.35 | 89.22 | 89.23 | 89.61 | 88.19 | 89.74 | 87.85 | 89.17 | 87.17 | 88.25 | 87.18 | 88.533846 |
| 695 | 88.71 | 88.01 | 88.41 | 89.93 | 87.70 | 89.44 | 88.76 | 89.16 | 88.40 | 89.41 | 89.20 | 88.29 | 89.32 | 88.95 | 88.85 | 89.52 | 88.22 | 89.15 | 89.46 | 89.66 | 89.37 | 85.92 | 88.31 | 86.51 | 86.01 | 87.05 | 88.527692 |
| 884 | 88.58 | 89.92 | 87.46 | 88.57 | 88.36 | 88.34 | 88.77 | 87.31 | 87.24 | 88.05 | 89.21 | 90.91 | 88.20 | 87.53 | 88.21 | 88.85 | 88.01 | 89.75 | 88.44 | 89.38 | 89.30 | 87.62 | 89.37 | 87.17 | 88.24 | 88.75 | 88.520769 |
| 1012 | 88.73 | 89.16 | 88.68 | 88.51 | 88.11 | 89.48 | 88.79 | 88.56 | 88.00 | 87.08 | 88.38 | 88.65 | 89.74 | 89.47 | 87.89 | 89.90 | 88.47 | 88.42 | 89.44 | 88.92 | 85.66 | 88.17 | 88.30 | 85.39 | 89.44 | 88.84 | 88.468462 |
| 919 | 90.69 | 88.48 | 88.19 | 87.38 | 89.41 | 88.43 | 87.11 | 88.80 | 88.27 | 87.64 | 89.11 | 89.18 | 89.20 | 87.83 | 87.90 | 87.77 | 88.85 | 90.79 | 89.57 | 89.88 | 87.86 | 86.44 | 89.45 | 86.29 | 88.35 | 87.25 | 88.466154 |
| 1014 | 89.35 | 88.71 | 88.27 | 88.56 | 88.61 | 89.09 | 87.91 | 88.77 | 89.57 | 87.39 | 89.38 | 88.76 | 86.99 | 87.41 | 87.39 | 89.04 | 89.31 | 88.78 | 89.74 | 89.35 | 88.81 | 86.75 | 88.14 | 87.39 | 88.06 | 88.39 | 88.458462 |
Model performance on validation data (Mann-Whitney U Test)
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues_mw = []
pvalues_real_mw = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
pvalues_real_mw.append(p_value_mw)
pvalues_mw.append((p_value_mw >= 0.05)*1)
dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw
dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')
max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 884 | 372 | 56 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.58 | 89.92 | 87.46 | 88.57 | 88.36 | 88.34 | 88.77 | 87.31 | 87.24 | 88.05 | 89.21 | 90.91 | 88.20 | 87.53 | 88.21 | 88.85 | 88.01 | 89.75 | 88.44 | 89.38 | 89.30 | 87.62 | 89.37 | 87.17 | 88.24 | 88.75 |
| 885 | 372 | 56 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.90 | 86.41 | 88.61 | 89.62 | 88.70 | 88.91 | 88.61 | 88.95 | 87.69 | 87.72 | 89.72 | 88.49 | 88.05 | 89.58 | 88.90 | 87.41 | 89.84 | 87.92 | 88.88 | 88.81 | 88.09 | 87.34 | 88.51 | 85.40 | 88.02 | 88.16 |
| 887 | 372 | 56 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.38 | 89.85 | 87.57 | 89.93 | 87.85 | 88.56 | 88.90 | 86.96 | 87.18 | 87.52 | 89.97 | 89.60 | 90.38 | 87.86 | 87.69 | 89.27 | 89.52 | 88.80 | 89.88 | 88.56 | 88.09 | 85.87 | 90.27 | 85.57 | 89.68 | 87.18 |
| 981 | 372 | 56 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.43 | 88.94 | 89.21 | 89.08 | 87.44 | 89.02 | 88.15 | 87.25 | 88.92 | 87.68 | 88.70 | 89.16 | 87.34 | 88.52 | 87.98 | 87.52 | 86.79 | 89.82 | 89.96 | 89.70 | 86.50 | 86.60 | 88.93 | 87.46 | 89.21 | 87.76 |
| 983 | 372 | 56 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.50 | 88.52 | 87.08 | 87.87 | 87.59 | 88.10 | 89.82 | 89.19 | 86.95 | 88.25 | 89.50 | 88.10 | 87.80 | 88.67 | 87.81 | 87.39 | 89.66 | 87.46 | 88.91 | 90.43 | 88.58 | 84.41 | 88.82 | 86.06 | 88.70 | 90.09 |
| 596 | 372 | 56 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.07 | 87.81 | 87.48 | 88.42 | 87.88 | 89.55 | 88.82 | 87.91 | 88.22 | 88.48 | 87.88 | 88.96 | 89.21 | 89.26 | 89.97 | 88.35 | 89.22 | 89.23 | 89.61 | 88.19 | 89.74 | 87.85 | 89.17 | 87.17 | 88.25 | 87.18 |
| 597 | 372 | 56 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.74 | 88.96 | 87.56 | 87.99 | 87.91 | 88.99 | 89.21 | 89.99 | 88.03 | 89.30 | 89.92 | 90.68 | 88.72 | 86.83 | 87.53 | 89.26 | 88.05 | 88.71 | 90.51 | 88.65 | 89.54 | 87.13 | 86.40 | 85.82 | 90.18 | 86.01 |
| 692 | 372 | 56 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.98 | 88.20 | 88.20 | 89.21 | 87.95 | 88.05 | 88.23 | 87.88 | 88.55 | 88.27 | 89.59 | 88.82 | 88.61 | 89.02 | 88.91 | 89.19 | 88.55 | 88.97 | 89.56 | 90.49 | 87.56 | 85.42 | 88.97 | 86.26 | 87.26 | 88.06 |
| 693 | 372 | 56 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.08 | 88.51 | 88.47 | 88.85 | 89.65 | 89.49 | 89.14 | 88.08 | 88.27 | 87.57 | 89.51 | 89.14 | 90.15 | 88.00 | 89.56 | 87.77 | 87.02 | 88.91 | 89.21 | 89.39 | 86.93 | 88.13 | 88.97 | 88.25 | 89.91 | 88.13 |
| 694 | 372 | 56 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.25 | 89.18 | 87.86 | 87.89 | 87.59 | 89.31 | 88.12 | 88.54 | 88.00 | 87.61 | 88.25 | 88.68 | 88.23 | 87.42 | 89.25 | 86.72 | 89.54 | 88.81 | 89.03 | 89.81 | 90.13 | 84.50 | 89.35 | 84.67 | 88.04 | 88.27 |
| 695 | 372 | 56 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.71 | 88.01 | 88.41 | 89.93 | 87.70 | 89.44 | 88.76 | 89.16 | 88.40 | 89.41 | 89.20 | 88.29 | 89.32 | 88.95 | 88.85 | 89.52 | 88.22 | 89.15 | 89.46 | 89.66 | 89.37 | 85.92 | 88.31 | 86.51 | 86.01 | 87.05 |
| 916 | 372 | 56 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.38 | 89.62 | 89.00 | 88.17 | 88.36 | 89.10 | 86.49 | 90.02 | 87.66 | 89.01 | 88.69 | 88.92 | 88.32 | 88.77 | 88.96 | 91.17 | 87.82 | 88.98 | 89.99 | 88.52 | 86.20 | 85.74 | 88.59 | 87.32 | 86.03 | 85.38 |
| 917 | 372 | 56 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.43 | 88.51 | 88.68 | 88.72 | 88.16 | 90.50 | 88.66 | 89.30 | 88.88 | 86.73 | 89.69 | 89.02 | 88.44 | 88.27 | 87.09 | 89.87 | 88.32 | 88.52 | 89.20 | 89.34 | 88.79 | 87.74 | 89.69 | 85.60 | 86.87 | 89.53 |
| 918 | 372 | 56 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.08 | 89.72 | 87.86 | 87.28 | 87.86 | 89.02 | 89.10 | 88.66 | 88.10 | 87.50 | 88.68 | 89.77 | 89.32 | 88.62 | 88.56 | 87.72 | 88.49 | 88.16 | 89.42 | 88.39 | 87.91 | 85.12 | 88.89 | 88.45 | 89.70 | 86.89 |
| 919 | 372 | 56 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.69 | 88.48 | 88.19 | 87.38 | 89.41 | 88.43 | 87.11 | 88.80 | 88.27 | 87.64 | 89.11 | 89.18 | 89.20 | 87.83 | 87.90 | 87.77 | 88.85 | 90.79 | 89.57 | 89.88 | 87.86 | 86.44 | 89.45 | 86.29 | 88.35 | 87.25 |
| 1012 | 372 | 56 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.73 | 89.16 | 88.68 | 88.51 | 88.11 | 89.48 | 88.79 | 88.56 | 88.00 | 87.08 | 88.38 | 88.65 | 89.74 | 89.47 | 87.89 | 89.90 | 88.47 | 88.42 | 89.44 | 88.92 | 85.66 | 88.17 | 88.30 | 85.39 | 89.44 | 88.84 |
| 1013 | 372 | 56 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.91 | 89.43 | 87.33 | 88.37 | 87.13 | 88.70 | 87.54 | 88.25 | 89.14 | 87.30 | 88.97 | 90.11 | 88.98 | 89.29 | 89.97 | 88.44 | 87.68 | 87.48 | 89.02 | 87.39 | 88.27 | 86.48 | 88.41 | 85.25 | 88.33 | 85.16 |
| 1014 | 372 | 56 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.35 | 88.71 | 88.27 | 88.56 | 88.61 | 89.09 | 87.91 | 88.77 | 89.57 | 87.39 | 89.38 | 88.76 | 86.99 | 87.41 | 87.39 | 89.04 | 89.31 | 88.78 | 89.74 | 89.35 | 88.81 | 86.75 | 88.14 | 87.39 | 88.06 | 88.39 |
| 629 | 372 | 56 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.46 | 88.01 | 89.91 | 88.01 | 87.26 | 88.58 | 87.46 | 89.06 | 88.27 | 89.01 | 88.97 | 88.12 | 88.35 | 88.82 | 87.45 | 90.10 | 87.01 | 89.30 | 87.87 | 89.62 | 89.71 | 88.42 | 89.75 | 88.41 | 88.19 | 88.68 |
| 724 | 372 | 56 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.25 | 88.96 | 89.21 | 89.45 | 87.21 | 89.17 | 87.19 | 88.37 | 88.45 | 87.35 | 88.76 | 88.46 | 88.75 | 89.44 | 88.27 | 87.61 | 88.79 | 88.25 | 89.72 | 90.52 | 86.09 | 86.14 | 88.45 | 86.41 | 86.03 | 86.33 |
| 726 | 372 | 56 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.71 | 89.16 | 88.35 | 88.55 | 86.99 | 89.50 | 87.54 | 88.76 | 88.56 | 88.90 | 90.20 | 89.15 | 89.00 | 88.83 | 88.87 | 87.82 | 86.80 | 88.70 | 88.98 | 90.19 | 86.59 | 87.20 | 88.15 | 85.76 | 88.43 | 84.08 |
| 727 | 372 | 56 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.31 | 89.67 | 89.48 | 88.82 | 88.10 | 89.25 | 87.60 | 87.34 | 89.50 | 88.21 | 88.20 | 88.84 | 89.18 | 87.06 | 89.63 | 88.86 | 88.36 | 89.27 | 89.76 | 87.95 | 86.45 | 85.79 | 89.15 | 86.87 | 86.53 | 87.63 |
| 820 | 372 | 56 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.35 | 89.66 | 88.86 | 86.71 | 89.70 | 88.93 | 87.89 | 89.71 | 88.52 | 88.32 | 88.84 | 88.99 | 89.03 | 88.73 | 87.70 | 87.32 | 88.75 | 86.94 | 89.10 | 88.40 | 88.22 | 87.21 | 87.84 | 89.08 | 86.19 | 87.57 |
| 822 | 372 | 56 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.59 | 89.43 | 89.18 | 86.43 | 87.58 | 89.14 | 88.28 | 88.16 | 88.69 | 87.83 | 89.11 | 89.93 | 89.09 | 89.13 | 87.73 | 87.61 | 87.14 | 88.63 | 89.19 | 89.92 | 87.99 | 85.51 | 87.20 | 88.96 | 83.37 | 85.12 |
| 949 | 372 | 56 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.15 | 87.04 | 88.45 | 89.10 | 88.86 | 89.69 | 87.50 | 87.73 | 89.01 | 88.61 | 87.71 | 89.67 | 90.10 | 87.58 | 87.77 | 88.95 | 88.27 | 89.21 | 89.46 | 90.19 | 87.80 | 87.06 | 90.10 | 88.73 | 87.85 | 87.73 |
| 950 | 372 | 56 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.23 | 88.42 | 88.68 | 88.37 | 88.92 | 87.31 | 88.10 | 87.21 | 88.89 | 88.77 | 89.95 | 87.29 | 87.90 | 89.06 | 88.92 | 88.83 | 88.36 | 89.40 | 88.29 | 89.16 | 87.39 | 85.53 | 89.31 | 86.58 | 88.43 | 88.06 |
| 1044 | 372 | 56 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.55 | 87.60 | 89.59 | 87.59 | 88.23 | 89.91 | 88.88 | 86.40 | 87.50 | 87.44 | 89.58 | 89.65 | 89.15 | 89.72 | 88.11 | 89.57 | 89.94 | 88.97 | 89.07 | 90.11 | 86.54 | 87.15 | 83.28 | 84.85 | 87.45 | 85.63 |
| 1046 | 372 | 56 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.94 | 89.01 | 87.36 | 88.19 | 87.08 | 89.58 | 88.99 | 87.91 | 88.30 | 88.02 | 88.52 | 90.60 | 89.11 | 88.55 | 88.81 | 88.55 | 87.93 | 88.42 | 89.85 | 89.09 | 89.47 | 86.86 | 87.06 | 86.04 | 86.89 | 88.17 |
| 662 | 372 | 56 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.33 | 89.06 | 88.50 | 89.10 | 87.80 | 89.24 | 88.28 | 88.29 | 87.77 | 86.54 | 89.26 | 88.52 | 88.62 | 89.23 | 88.83 | 88.20 | 87.94 | 88.26 | 89.52 | 89.39 | 89.98 | 86.18 | 90.00 | 88.58 | 85.53 | 86.87 |
| 663 | 372 | 56 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.40 | 88.53 | 88.15 | 88.01 | 88.12 | 89.69 | 87.84 | 88.85 | 88.97 | 88.69 | 89.29 | 89.99 | 88.93 | 88.92 | 87.01 | 88.72 | 88.72 | 88.40 | 89.98 | 87.64 | 86.07 | 87.51 | 89.17 | 86.85 | 88.50 | 86.04 |
| 758 | 372 | 56 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.89 | 88.69 | 87.98 | 88.33 | 86.12 | 89.71 | 89.77 | 87.17 | 87.46 | 86.98 | 90.52 | 89.73 | 87.78 | 87.62 | 89.90 | 89.04 | 89.32 | 87.78 | 88.78 | 88.56 | 85.27 | 85.64 | 85.43 | 86.91 | 87.43 | 89.71 |
| 759 | 372 | 56 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.62 | 88.36 | 87.80 | 86.66 | 87.02 | 88.70 | 89.06 | 89.34 | 88.96 | 87.79 | 89.89 | 89.35 | 88.65 | 89.06 | 89.14 | 88.68 | 88.50 | 88.46 | 89.23 | 89.21 | 87.40 | 87.13 | 88.00 | 87.05 | 86.90 | 86.29 |
| 854 | 372 | 56 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 87.47 | 88.42 | 88.60 | 88.03 | 89.13 | 87.55 | 86.79 | 89.67 | 89.18 | 86.74 | 88.50 | 88.17 | 88.35 | 88.24 | 89.33 | 88.83 | 88.67 | 89.63 | 89.15 | 88.93 | 84.45 | 87.09 | 89.23 | 85.71 | 89.63 | 89.29 |
Size of the All data: (144, 29)
Size of the Sig data: (33, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 6 | 372 | 56 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.29 | 90.52 | 88.43 | 89.62 | 89.84 | 88.33 | 89.19 | 89.04 | 92.30 | 89.01 | 92.13 | 88.60 | 88.65 | 89.64 | 90.68 | 90.97 | 90.38 | 91.87 | 89.64 | 89.69 | 90.96 | 89.41 | 90.95 | 91.80 | 90.63 | 89.75 |
| 14 | 372 | 56 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.98 | 90.04 | 91.17 | 90.93 | 91.38 | 90.56 | 90.24 | 91.30 | 88.08 | 90.32 | 91.51 | 89.41 | 89.71 | 89.72 | 89.26 | 88.29 | 92.81 | 90.16 | 90.71 | 91.23 | 90.22 | 89.74 | 91.71 | 89.10 | 89.52 | 89.12 |
| 10 | 372 | 56 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.26 | 91.80 | 92.12 | 90.32 | 91.25 | 90.64 | 90.98 | 89.04 | 89.93 | 89.71 | 90.95 | 90.72 | 91.47 | 88.90 | 89.55 | 89.48 | 88.28 | 89.54 | 90.52 | 88.21 | 90.63 | 88.95 | 92.35 | 90.00 | 90.13 | 87.85 |
| 22 | 372 | 56 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.47 | 89.09 | 90.05 | 90.08 | 88.43 | 90.08 | 90.06 | 88.60 | 89.97 | 89.21 | 90.50 | 90.95 | 87.02 | 90.01 | 89.13 | 89.49 | 88.27 | 89.44 | 91.57 | 90.03 | 88.15 | 89.78 | 90.93 | 90.68 | 92.19 | 88.96 |
| 20 | 372 | 56 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.37 | 90.54 | 88.68 | 87.75 | 89.85 | 87.17 | 88.88 | 90.29 | 89.52 | 90.19 | 91.48 | 87.60 | 89.21 | 90.17 | 88.33 | 87.53 | 91.11 | 89.54 | 88.66 | 91.31 | 89.37 | 88.04 | 90.41 | 89.39 | 88.17 | 89.90 |
| 4 | 372 | 56 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.50 | 89.03 | 91.28 | 88.70 | 91.08 | 89.72 | 90.27 | 89.77 | 89.22 | 90.11 | 91.33 | 88.01 | 88.89 | 89.70 | 90.05 | 89.76 | 90.71 | 91.76 | 91.00 | 89.98 | 90.31 | 89.07 | 91.76 | 88.88 | 91.28 | 88.45 |
| 11 | 372 | 56 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.70 | 89.31 | 89.59 | 89.59 | 90.11 | 85.92 | 90.04 | 90.51 | 90.57 | 90.98 | 91.39 | 90.78 | 90.78 | 89.86 | 89.35 | 89.15 | 90.07 | 88.97 | 88.85 | 90.63 | 91.16 | 87.19 | 90.84 | 90.82 | 92.79 | 90.60 |
| 15 | 372 | 56 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 89.03 | 90.10 | 91.92 | 90.79 | 89.25 | 88.44 | 86.26 | 90.88 | 90.30 | 89.50 | 87.44 | 91.01 | 88.93 | 89.46 | 90.52 | 90.47 | 90.67 | 91.03 | 89.73 | 89.53 | 89.29 | 88.81 | 91.52 | 90.13 | 89.13 | 88.43 |
| 0 | 372 | 56 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 91.24 | 90.31 | 91.66 | 90.40 | 91.49 | 89.83 | 89.87 | 87.09 | 88.50 | 90.54 | 90.24 | 90.61 | 90.73 | 90.57 | 90.28 | 90.14 | 89.48 | 91.10 | 92.69 | 89.34 | 90.07 | 90.20 | 93.55 | 89.90 | 91.19 | 89.75 |
| 26 | 372 | 56 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.98 | 89.82 | 87.81 | 87.66 | 90.08 | 86.95 | 87.39 | 89.63 | 88.21 | 88.47 | 89.66 | 89.23 | 88.31 | 88.35 | 90.58 | 89.33 | 90.75 | 91.04 | 90.15 | 90.26 | 91.80 | 88.66 | 91.93 | 87.97 | 87.56 | 89.22 |
| 5 | 372 | 56 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 90.66 | 89.05 | 89.09 | 89.59 | 89.83 | 87.01 | 89.54 | 87.22 | 90.91 | 89.46 | 88.37 | 89.65 | 90.29 | 90.17 | 90.58 | 90.79 | 90.77 | 90.74 | 91.27 | 89.22 | 89.22 | 89.22 | 91.49 | 89.80 | 87.98 | 87.81 |
| 21 | 372 | 56 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.08 | 92.06 | 92.01 | 90.05 | 92.36 | 90.43 | 91.91 | 91.36 | 90.75 | 91.18 | 91.60 | 87.70 | 88.51 | 91.34 | 91.16 | 90.63 | 90.94 | 89.76 | 91.23 | 88.83 | 90.05 | 90.14 | 91.87 | 91.20 | 87.36 | 87.25 |
| 2 | 372 | 56 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.32 | 92.01 | 90.18 | 91.33 | 89.70 | 91.79 | 89.71 | 92.28 | 90.64 | 88.67 | 89.12 | 89.85 | 90.17 | 92.40 | 88.92 | 91.00 | 90.73 | 90.91 | 92.56 | 90.69 | 91.63 | 88.88 | 93.02 | 90.52 | 89.19 | 91.27 |
| 12 | 372 | 56 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.09 | 91.26 | 88.73 | 90.33 | 89.52 | 90.28 | 91.28 | 89.83 | 89.95 | 90.62 | 91.86 | 89.94 | 89.74 | 90.78 | 89.25 | 90.54 | 92.04 | 90.28 | 90.77 | 90.39 | 91.44 | 87.59 | 92.68 | 91.80 | 90.22 | 89.37 |
| 8 | 372 | 56 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.08 | 90.00 | 90.60 | 89.20 | 90.39 | 89.14 | 90.19 | 91.21 | 90.93 | 91.73 | 91.99 | 90.31 | 91.27 | 90.42 | 89.39 | 90.37 | 91.02 | 90.21 | 90.72 | 91.56 | 90.53 | 89.18 | 92.10 | 90.26 | 90.82 | 90.14 |
| 7 | 372 | 56 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 89.59 | 91.38 | 90.28 | 90.28 | 88.19 | 91.05 | 90.10 | 90.45 | 90.57 | 89.76 | 91.11 | 89.08 | 91.18 | 91.83 | 89.64 | 90.03 | 89.67 | 92.13 | 93.17 | 90.99 | 87.77 | 91.18 | 91.59 | 89.66 | 92.28 | 90.35 |
| 29 | 372 | 56 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 91.25 | 89.56 | 91.75 | 89.80 | 88.08 | 89.01 | 88.46 | 88.76 | 90.04 | 91.08 | 91.37 | 89.26 | 91.04 | 90.58 | 91.78 | 90.47 | 89.58 | 91.09 | 92.53 | 91.12 | 92.25 | 88.22 | 92.05 | 88.35 | 89.78 | 87.98 |
| 9 | 372 | 56 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 91.75 | 92.04 | 92.02 | 90.52 | 89.64 | 89.42 | 90.13 | 91.09 | 91.17 | 90.29 | 91.52 | 89.18 | 89.91 | 90.50 | 89.88 | 91.53 | 91.31 | 90.27 | 90.48 | 92.14 | 90.78 | 88.11 | 92.16 | 92.88 | 91.20 | 89.08 |
| 1 | 372 | 56 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.71 | 91.25 | 91.30 | 91.08 | 90.99 | 90.97 | 90.67 | 90.54 | 91.00 | 90.67 | 90.50 | 88.62 | 91.06 | 90.87 | 89.57 | 88.64 | 88.79 | 91.27 | 91.05 | 89.85 | 91.86 | 90.19 | 93.03 | 92.04 | 89.96 | 90.22 |
| 28 | 372 | 56 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 90.36 | 90.62 | 92.03 | 90.81 | 89.79 | 91.03 | 91.57 | 89.33 | 91.05 | 88.17 | 91.14 | 89.88 | 91.50 | 91.11 | 89.11 | 91.61 | 91.88 | 91.09 | 92.53 | 90.69 | 90.76 | 88.79 | 91.47 | 90.22 | 88.20 | 90.86 |
| 27 | 372 | 56 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.34 | 90.36 | 90.92 | 91.53 | 91.53 | 91.27 | 91.75 | 90.56 | 88.80 | 89.12 | 91.95 | 91.31 | 92.91 | 92.48 | 90.90 | 90.99 | 89.37 | 91.08 | 92.30 | 88.65 | 89.76 | 89.74 | 92.45 | 89.93 | 91.17 | 88.71 |
| 23 | 372 | 56 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 91.14 | 91.56 | 92.08 | 91.35 | 91.83 | 90.54 | 90.60 | 88.26 | 90.31 | 91.03 | 89.97 | 89.63 | 89.50 | 90.15 | 89.93 | 89.87 | 87.35 | 90.92 | 92.21 | 90.06 | 90.13 | 89.05 | 92.02 | 91.44 | 90.81 | 89.25 |
| 16 | 372 | 56 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 91.59 | 91.28 | 91.74 | 90.01 | 91.74 | 90.22 | 89.11 | 89.71 | 89.75 | 89.81 | 90.71 | 90.49 | 89.24 | 90.83 | 89.94 | 89.85 | 92.29 | 90.59 | 91.57 | 90.67 | 90.33 | 91.56 | 91.38 | 92.29 | 89.64 | 90.85 |
| 30 | 372 | 56 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 91.70 | 91.60 | 90.71 | 88.71 | 91.53 | 91.56 | 90.96 | 90.74 | 90.14 | 90.84 | 90.50 | 91.30 | 89.85 | 90.27 | 91.47 | 90.78 | 91.21 | 88.96 | 90.90 | 92.21 | 92.11 | 88.27 | 91.72 | 92.31 | 86.83 | 87.52 |
| 3 | 372 | 56 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.98 | 89.98 | 92.08 | 92.61 | 91.51 | 91.11 | 89.56 | 90.22 | 90.59 | 90.99 | 90.44 | 91.75 | 91.28 | 91.79 | 89.56 | 91.47 | 90.04 | 91.12 | 90.80 | 90.52 | 91.82 | 88.65 | 91.92 | 91.21 | 89.98 | 89.33 |
| 17 | 372 | 56 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.00 | 90.38 | 89.40 | 90.17 | 91.39 | 87.14 | 92.03 | 88.59 | 90.77 | 89.34 | 93.74 | 88.65 | 87.66 | 91.34 | 90.46 | 92.82 | 89.71 | 90.31 | 90.89 | 89.09 | 90.98 | 88.60 | 93.05 | 91.19 | 90.69 | 91.64 |
| 32 | 372 | 56 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 90.62 | 90.69 | 91.94 | 90.39 | 90.89 | 90.82 | 90.04 | 88.31 | 90.32 | 90.27 | 91.55 | 91.77 | 90.47 | 91.60 | 90.16 | 91.37 | 91.52 | 90.35 | 90.30 | 90.73 | 90.85 | 89.28 | 88.14 | 89.94 | 90.36 | 90.06 |
| 18 | 372 | 56 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 92.23 | 90.93 | 90.93 | 88.41 | 89.42 | 92.89 | 91.05 | 89.30 | 91.15 | 90.61 | 91.58 | 91.27 | 92.29 | 89.67 | 89.58 | 90.84 | 90.18 | 90.69 | 92.19 | 91.22 | 91.74 | 90.71 | 91.53 | 90.47 | 90.97 | 91.52 |
| 13 | 372 | 56 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.93 | 92.29 | 91.81 | 90.67 | 92.73 | 92.19 | 91.29 | 89.83 | 89.91 | 89.83 | 92.15 | 90.96 | 90.11 | 91.86 | 90.27 | 90.40 | 90.27 | 90.85 | 91.29 | 89.69 | 92.71 | 89.64 | 92.73 | 91.94 | 91.35 | 90.90 |
| 19 | 372 | 56 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.77 | 90.07 | 92.13 | 92.50 | 92.04 | 91.53 | 92.58 | 90.45 | 91.77 | 88.92 | 91.51 | 90.57 | 91.83 | 92.41 | 87.77 | 91.16 | 90.38 | 90.55 | 93.27 | 89.17 | 90.25 | 89.37 | 92.06 | 90.36 | 91.38 | 90.31 |
| 31 | 372 | 56 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 91.06 | 90.04 | 92.24 | 92.55 | 90.83 | 91.72 | 90.53 | 90.99 | 89.48 | 90.12 | 91.91 | 91.00 | 90.41 | 89.39 | 89.64 | 90.46 | 90.73 | 90.41 | 92.28 | 88.26 | 90.34 | 89.02 | 92.62 | 90.19 | 91.33 | 91.06 |
| 25 | 372 | 56 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 90.52 | 91.57 | 92.29 | 90.28 | 91.06 | 91.79 | 90.83 | 92.33 | 90.00 | 89.28 | 92.00 | 90.75 | 91.42 | 91.19 | 90.56 | 90.39 | 91.82 | 91.98 | 91.76 | 93.27 | 89.65 | 89.21 | 92.81 | 89.98 | 91.18 | 91.17 |
| 24 | 372 | 56 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 90.84 | 90.53 | 90.41 | 91.15 | 90.80 | 90.88 | 88.80 | 92.57 | 89.81 | 89.64 | 90.91 | 92.61 | 90.81 | 91.14 | 89.51 | 89.18 | 92.07 | 90.91 | 92.26 | 89.56 | 90.19 | 89.99 | 92.08 | 90.08 | 91.74 | 91.90 |
Size of the test data: (33, 34)
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_19 | 89.326667 | 0.536573 |
| mAP_valid_abs_values_20 | 89.204242 | 0.816517 |
| mAP_valid_abs_values_12 | 89.142424 | 0.807206 |
| mAP_valid_abs_values_11 | 89.140909 | 0.673839 |
| mAP_valid_abs_values_6 | 89.031212 | 0.669271 |
| mAP_valid_abs_values_13 | 88.757273 | 0.763644 |
| mAP_valid_abs_values_18 | 88.735758 | 0.757686 |
| mAP_valid_abs_values_2 | 88.726061 | 0.797147 |
| mAP_valid_abs_values_16 | 88.601515 | 0.970419 |
| mAP_valid_abs_values_14 | 88.523939 | 0.775794 |
| mAP_valid_abs_values_23 | 88.504848 | 1.398354 |
| mAP_valid_abs_values_15 | 88.481515 | 0.851275 |
| mAP_valid_abs_values_17 | 88.420000 | 0.862688 |
| mAP_valid_abs_values_8 | 88.410606 | 0.916597 |
| mAP_valid_abs_values_3 | 88.364242 | 0.707734 |
| mAP_valid_abs_values_4 | 88.354545 | 0.863192 |
| mAP_valid_abs_values_9 | 88.336364 | 0.666628 |
| mAP_valid_abs_values | 88.316364 | 0.851777 |
| mAP_valid_abs_values_7 | 88.281818 | 0.817399 |
| mAP_valid_abs_values_5 | 88.011515 | 0.810259 |
| mAP_valid_abs_values_10 | 87.930606 | 0.757124 |
| mAP_valid_abs_values_25 | 87.806970 | 1.481069 |
| mAP_valid_abs_values_21 | 87.780303 | 1.476104 |
| mAP_valid_abs_values_26 | 87.432727 | 1.438374 |
| mAP_valid_abs_values_24 | 86.752121 | 1.229115 |
| mAP_valid_abs_values_22 | 86.595455 | 1.036768 |
We then apply the hyperparameters to the test set and average the results.
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
optimal_params.to_csv('optimal_params_56bit.csv',index=False)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_23 | 91.876364 | 0.973476 |
| mAP_test_abs_values_19 | 91.268182 | 1.149012 |
| mAP_test_abs_values_11 | 91.034242 | 1.181702 |
| mAP_test_abs_values_3 | 90.890303 | 1.288513 |
| mAP_test_abs_values_2 | 90.638485 | 0.934720 |
| mAP_test_abs_values_18 | 90.633939 | 0.790494 |
| mAP_test_abs_values_14 | 90.621212 | 1.021842 |
| mAP_test_abs_values | 90.588788 | 0.979521 |
| mAP_test_abs_values_21 | 90.579091 | 1.117378 |
| mAP_test_abs_values_5 | 90.562121 | 1.174912 |
| mAP_test_abs_values_24 | 90.506970 | 1.153493 |
| mAP_test_abs_values_17 | 90.490909 | 1.226999 |
| average_map | 90.394161 | 0.479323 |
| mAP_test_abs_values_16 | 90.296970 | 1.051411 |
| mAP_test_abs_values_4 | 90.277576 | 1.206837 |
| mAP_test_abs_values_20 | 90.266364 | 1.154339 |
| mAP_test_abs_values_25 | 90.212424 | 1.488191 |
| mAP_test_abs_values_9 | 90.194242 | 0.941110 |
| mAP_test_abs_values_13 | 90.186364 | 1.331920 |
| mAP_test_abs_values_7 | 90.177879 | 1.310949 |
| mAP_test_abs_values_12 | 90.074242 | 1.230036 |
| mAP_test_abs_values_6 | 90.043333 | 1.717736 |
| mAP_test_abs_values_8 | 90.002424 | 1.344066 |
| mAP_test_abs_values_10 | 89.983939 | 0.864306 |
| mAP_test_abs_values_15 | 89.901818 | 0.846657 |
| mAP_test_abs_values_26 | 89.714545 | 1.269181 |
| mAP_test_abs_values_22 | 89.225455 | 0.950858 |
Code
def extract_number(text):
if isinstance(text, str):
matches = re.findall(r'\d+', text)
return int(matches[0]) if matches else 1
return 1
res_valid_mwu_56['id'] = res_valid_mwu_56.index.to_series().apply(extract_number)
res_test_mwu_56['id'] = res_test_mwu_56.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid_mwu_56,res_test_mwu_56])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test_mwu_56 = res_test_mwu_56.sort_values(by=['id']).reset_index().query("index !='average_map'")
res_valid_mwu_56 = res_valid_mwu_56.reset_index(drop=True)
res_valid_mwu_56.columns = ['valid_score', 'std', 'id']
res_valid_mwu_56 = res_valid_mwu_56[['valid_score', 'id']]
res_test_mwu_56.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_56 = res_test_mwu_56[['test_score', 'id']]
result_merged_mwu_56 = pd.merge(res_valid_mwu_56,res_test_mwu_56,on='id')
result_merged_mwu_56.sort_values(by=['valid_score'], ascending=False,inplace=True)
result_merged_mwu_56 = result_merged_mwu_56[['id','valid_score','test_score']]
html_table = result_merged_mwu_56.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))| id | valid_score | test_score | |
|---|---|---|---|
| 0 | 19 | 89.326667 | 91.268182 |
| 1 | 20 | 89.204242 | 90.266364 |
| 2 | 12 | 89.142424 | 90.074242 |
| 3 | 11 | 89.140909 | 91.034242 |
| 4 | 6 | 89.031212 | 90.043333 |
| 5 | 13 | 88.757273 | 90.186364 |
| 6 | 18 | 88.735758 | 90.633939 |
| 7 | 2 | 88.726061 | 90.638485 |
| 8 | 16 | 88.601515 | 90.296970 |
| 9 | 14 | 88.523939 | 90.621212 |
| 10 | 23 | 88.504848 | 91.876364 |
| 11 | 15 | 88.481515 | 89.901818 |
| 12 | 17 | 88.420000 | 90.490909 |
| 13 | 8 | 88.410606 | 90.002424 |
| 14 | 3 | 88.364242 | 90.890303 |
| 15 | 4 | 88.354545 | 90.277576 |
| 16 | 9 | 88.336364 | 90.194242 |
| 17 | 1 | 88.316364 | 90.588788 |
| 18 | 7 | 88.281818 | 90.177879 |
| 19 | 5 | 88.011515 | 90.562121 |
| 20 | 10 | 87.930606 | 89.983939 |
| 21 | 25 | 87.806970 | 90.212424 |
| 22 | 21 | 87.780303 | 90.579091 |
| 23 | 26 | 87.432727 | 89.714545 |
| 24 | 24 | 86.752121 | 90.506970 |
| 25 | 22 | 86.595455 | 89.225455 |
Code
#%%
dt_valid = pd.read_csv(f"final paper results/merged_validation_runs_wide_format_abs_30082024_top100_{layer_vsn}.csv")
dt_test = pd.read_csv(f"final paper results/merged_test_runs_wide_format_abs_30082024_top100_{layer_vsn}.csv")
output_size = 64
query = (
"output_size == @output_size "
)
dt_valid = dt_valid.query(query)
dt_test = dt_test.query(query)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 24 | 372 | 64 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 85.63 | 86.98 | 76.28 | 83.64 | 84.86 | 84.99 | 85.50 | 87.79 | 85.66 | 85.81 | 88.75 | 87.46 | 83.98 | 86.02 | 86.00 | 79.23 | 86.93 | 86.80 | 84.16 | 84.17 | 82.87 | 82.30 | 83.11 | 83.42 | 84.18 | 82.08 |
| 25 | 372 | 64 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 85.26 | 87.19 | 86.19 | 86.16 | 86.93 | 86.50 | 87.08 | 87.74 | 85.00 | 84.80 | 85.36 | 87.14 | 87.97 | 88.08 | 86.09 | 86.88 | 83.63 | 87.76 | 87.06 | 86.73 | 85.01 | 85.37 | 85.33 | 85.30 | 84.39 | 83.82 |
| 26 | 372 | 64 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.50 | 85.52 | 85.24 | 85.31 | 87.24 | 87.42 | 85.60 | 86.30 | 86.65 | 85.47 | 88.90 | 86.91 | 89.10 | 84.72 | 87.87 | 88.62 | 86.89 | 84.82 | 85.86 | 85.92 | 82.98 | 85.09 | 83.98 | 83.64 | 85.36 | 84.88 |
| 27 | 372 | 64 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.31 | 87.37 | 86.64 | 86.77 | 87.35 | 86.74 | 86.89 | 87.04 | 86.76 | 87.54 | 87.64 | 86.95 | 87.46 | 88.75 | 84.09 | 87.20 | 87.11 | 87.80 | 84.93 | 86.78 | 83.29 | 83.71 | 85.23 | 84.04 | 83.68 | 84.89 |
| 56 | 372 | 64 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 83.93 | 87.13 | 78.73 | 84.97 | 85.41 | 87.78 | 85.97 | 84.15 | 84.16 | 87.45 | 85.67 | 87.44 | 87.67 | 85.66 | 84.43 | 86.48 | 84.14 | 86.10 | 85.37 | 83.57 | 82.44 | 82.69 | 84.00 | 83.06 | 85.45 | 82.14 |
| 57 | 372 | 64 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 84.88 | 87.79 | 86.18 | 86.32 | 87.04 | 88.34 | 84.85 | 86.50 | 85.87 | 86.16 | 86.54 | 87.75 | 86.52 | 86.40 | 86.32 | 87.80 | 86.39 | 88.73 | 87.95 | 86.82 | 83.62 | 85.22 | 84.68 | 86.25 | 83.46 | 84.58 |
| 58 | 372 | 64 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.42 | 87.95 | 84.91 | 87.25 | 85.61 | 88.88 | 84.92 | 86.65 | 86.70 | 85.86 | 86.61 | 88.95 | 86.83 | 83.45 | 88.56 | 87.79 | 85.88 | 88.31 | 86.99 | 89.56 | 84.29 | 84.29 | 85.80 | 85.73 | 85.17 | 83.17 |
| 59 | 372 | 64 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 85.22 | 87.38 | 87.05 | 85.95 | 87.90 | 87.66 | 87.76 | 86.13 | 87.44 | 87.18 | 88.35 | 88.01 | 86.25 | 86.34 | 86.47 | 87.89 | 86.56 | 85.78 | 89.33 | 86.58 | 84.20 | 82.48 | 83.87 | 85.02 | 86.19 | 84.24 |
| 88 | 372 | 64 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.26 | 87.22 | 84.15 | 86.85 | 84.56 | 88.18 | 86.26 | 83.32 | 85.53 | 86.06 | 87.17 | 87.04 | 86.92 | 86.95 | 86.48 | 85.99 | 87.05 | 86.90 | 87.28 | 86.85 | 83.98 | 82.60 | 83.32 | 86.57 | 87.10 | 82.61 |
| 89 | 372 | 64 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 85.23 | 87.13 | 85.50 | 86.27 | 87.48 | 89.07 | 88.64 | 87.48 | 89.29 | 86.74 | 85.39 | 87.66 | 86.69 | 86.24 | 84.00 | 87.07 | 86.56 | 85.13 | 86.67 | 86.64 | 85.95 | 84.81 | 84.40 | 83.09 | 83.47 | 87.25 |
| 90 | 372 | 64 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 85.55 | 85.84 | 87.06 | 87.02 | 87.23 | 86.57 | 84.25 | 86.56 | 88.59 | 85.77 | 86.77 | 86.52 | 87.09 | 88.25 | 86.20 | 87.31 | 86.09 | 85.86 | 85.78 | 85.54 | 83.58 | 85.42 | 85.05 | 85.61 | 88.04 | 84.96 |
| 91 | 372 | 64 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.26 | 89.89 | 87.58 | 86.39 | 84.66 | 87.30 | 83.26 | 84.95 | 88.95 | 86.33 | 87.95 | 87.58 | 88.20 | 88.25 | 88.31 | 87.31 | 87.24 | 87.01 | 85.26 | 87.19 | 83.41 | 86.01 | 84.14 | 84.16 | 86.01 | 86.60 |
| 120 | 372 | 64 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 84.33 | 88.20 | 84.49 | 85.95 | 85.27 | 85.65 | 86.87 | 86.07 | 85.22 | 85.90 | 87.42 | 85.52 | 83.75 | 84.50 | 84.62 | 84.34 | 88.28 | 88.11 | 87.58 | 86.61 | 82.87 | 84.88 | 84.57 | 82.55 | 84.13 | 83.93 |
| 121 | 372 | 64 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.21 | 84.27 | 86.51 | 87.88 | 86.88 | 88.34 | 86.14 | 88.08 | 86.65 | 85.28 | 88.18 | 88.67 | 87.31 | 85.99 | 86.07 | 87.16 | 87.91 | 86.81 | 88.32 | 90.65 | 84.59 | 84.85 | 85.07 | 83.99 | 85.94 | 87.81 |
| 122 | 372 | 64 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.17 | 86.22 | 85.14 | 85.89 | 86.00 | 86.85 | 85.58 | 87.16 | 87.40 | 87.20 | 90.15 | 87.88 | 86.74 | 87.29 | 87.76 | 90.67 | 86.69 | 88.01 | 88.24 | 88.59 | 85.54 | 85.36 | 84.70 | 85.56 | 82.92 | 85.26 |
| 123 | 372 | 64 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.13 | 87.21 | 85.41 | 87.10 | 86.86 | 88.40 | 87.66 | 88.29 | 86.65 | 87.45 | 85.97 | 88.67 | 87.99 | 87.57 | 87.68 | 88.20 | 87.49 | 87.15 | 88.07 | 87.99 | 85.92 | 84.21 | 86.76 | 85.28 | 84.86 | 84.07 |
| 152 | 372 | 64 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 85.74 | 86.98 | 84.99 | 84.76 | 84.67 | 86.39 | 88.63 | 86.37 | 86.96 | 87.48 | 87.69 | 87.20 | 87.35 | 88.89 | 86.09 | 86.61 | 86.98 | 87.56 | 86.13 | 86.69 | 84.36 | 83.76 | 81.83 | 84.51 | 84.89 | 85.80 |
| 153 | 372 | 64 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.69 | 87.18 | 85.91 | 88.06 | 86.18 | 89.53 | 87.21 | 86.25 | 87.64 | 86.68 | 86.38 | 88.12 | 87.62 | 88.24 | 87.31 | 87.63 | 88.56 | 87.67 | 89.53 | 88.76 | 83.77 | 85.96 | 87.11 | 84.31 | 84.14 | 85.54 |
| 154 | 372 | 64 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.35 | 88.19 | 88.03 | 87.08 | 86.08 | 88.50 | 88.15 | 87.80 | 88.29 | 88.22 | 87.38 | 86.55 | 87.29 | 89.01 | 85.20 | 87.66 | 85.33 | 86.20 | 85.79 | 89.02 | 82.45 | 85.57 | 87.85 | 85.67 | 84.10 | 85.08 |
| 155 | 372 | 64 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 86.54 | 88.03 | 84.94 | 86.48 | 86.37 | 88.78 | 86.63 | 89.06 | 87.79 | 86.01 | 87.27 | 86.42 | 85.85 | 86.41 | 87.15 | 87.64 | 87.77 | 87.84 | 87.16 | 88.26 | 84.51 | 85.21 | 87.44 | 84.65 | 84.14 | 85.65 |
| 184 | 372 | 64 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 85.63 | 86.91 | 87.69 | 88.03 | 86.69 | 86.93 | 84.86 | 86.44 | 87.03 | 89.96 | 86.46 | 86.76 | 88.38 | 88.40 | 86.46 | 86.84 | 88.63 | 84.75 | 87.42 | 86.73 | 84.87 | 84.65 | 85.06 | 85.92 | 82.74 | 83.57 |
| 185 | 372 | 64 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.80 | 88.91 | 87.19 | 87.00 | 85.78 | 87.89 | 86.57 | 85.32 | 88.54 | 89.16 | 87.38 | 88.61 | 87.75 | 86.62 | 87.39 | 87.79 | 87.98 | 87.12 | 87.42 | 87.40 | 83.45 | 86.35 | 86.18 | 85.95 | 83.75 | 84.53 |
| 186 | 372 | 64 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 85.26 | 87.60 | 86.58 | 86.13 | 86.53 | 88.24 | 90.18 | 86.00 | 88.07 | 87.44 | 87.83 | 88.06 | 89.17 | 87.12 | 84.61 | 86.90 | 86.40 | 88.37 | 89.76 | 86.84 | 83.72 | 82.86 | 84.40 | 87.17 | 84.30 | 84.38 |
| 187 | 372 | 64 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.07 | 87.63 | 87.72 | 87.77 | 86.10 | 86.17 | 86.96 | 87.04 | 87.83 | 87.19 | 87.52 | 87.79 | 87.54 | 87.37 | 86.21 | 88.66 | 87.00 | 88.45 | 87.10 | 87.53 | 85.36 | 82.45 | 85.04 | 85.76 | 85.21 | 85.58 |
| 216 | 372 | 64 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 87.46 | 87.83 | 86.47 | 85.37 | 84.33 | 85.66 | 87.28 | 88.51 | 88.22 | 87.75 | 87.86 | 87.31 | 85.92 | 86.35 | 86.87 | 88.19 | 87.76 | 86.36 | 87.65 | 87.85 | 84.45 | 84.98 | 87.98 | 87.61 | 86.22 | 85.24 |
| 217 | 372 | 64 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 87.07 | 87.60 | 84.77 | 87.32 | 84.48 | 88.31 | 86.27 | 87.62 | 87.56 | 86.63 | 87.07 | 89.14 | 85.78 | 86.46 | 88.41 | 87.16 | 85.72 | 86.74 | 88.98 | 87.57 | 85.91 | 86.27 | 84.90 | 85.31 | 87.07 | 84.23 |
| 218 | 372 | 64 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 87.90 | 86.75 | 86.31 | 87.20 | 85.74 | 89.69 | 87.31 | 87.70 | 88.28 | 85.14 | 88.25 | 87.51 | 87.74 | 86.33 | 85.87 | 86.20 | 87.52 | 88.02 | 86.33 | 86.77 | 82.79 | 84.06 | 86.52 | 85.61 | 87.22 | 86.38 |
| 219 | 372 | 64 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 85.61 | 88.49 | 86.41 | 88.86 | 88.51 | 88.00 | 87.19 | 88.23 | 88.00 | 87.04 | 88.05 | 89.32 | 87.65 | 88.38 | 88.17 | 87.56 | 89.97 | 87.82 | 89.23 | 88.90 | 85.44 | 84.63 | 85.53 | 85.16 | 86.93 | 84.12 |
| 248 | 372 | 64 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 84.14 | 86.38 | 86.79 | 87.04 | 86.49 | 87.28 | 86.25 | 88.07 | 87.59 | 87.56 | 89.41 | 88.26 | 85.12 | 87.34 | 88.18 | 87.72 | 87.42 | 86.28 | 86.63 | 88.16 | 81.87 | 85.41 | 81.73 | 85.19 | 82.16 | 84.45 |
| 249 | 372 | 64 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.24 | 86.77 | 87.71 | 87.99 | 86.62 | 88.79 | 86.02 | 89.53 | 86.08 | 86.06 | 87.77 | 86.71 | 87.98 | 88.21 | 86.35 | 89.43 | 86.55 | 87.29 | 87.83 | 87.57 | 83.71 | 83.66 | 84.81 | 85.70 | 85.64 | 84.46 |
| 250 | 372 | 64 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 87.21 | 86.26 | 86.34 | 86.50 | 85.64 | 88.40 | 88.47 | 86.11 | 87.88 | 89.19 | 87.69 | 88.17 | 87.50 | 89.13 | 88.34 | 87.59 | 87.21 | 88.77 | 86.94 | 87.84 | 86.14 | 85.69 | 85.07 | 85.53 | 84.02 | 85.64 |
| 251 | 372 | 64 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.43 | 87.47 | 85.96 | 85.94 | 87.31 | 87.44 | 86.46 | 87.98 | 88.27 | 85.33 | 86.58 | 87.92 | 88.94 | 85.71 | 88.38 | 87.69 | 86.56 | 87.34 | 86.69 | 87.65 | 84.59 | 84.00 | 85.65 | 82.94 | 84.38 | 87.34 |
| 280 | 372 | 64 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 87.07 | 86.84 | 84.33 | 85.31 | 88.38 | 88.26 | 86.97 | 87.53 | 88.81 | 87.34 | 88.57 | 87.91 | 87.65 | 86.89 | 85.44 | 87.45 | 86.95 | 88.76 | 87.03 | 88.73 | 86.09 | 83.06 | 87.69 | 83.20 | 85.11 | 83.85 |
| 281 | 372 | 64 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 87.23 | 86.76 | 86.32 | 85.67 | 86.24 | 87.39 | 85.72 | 87.18 | 87.66 | 86.99 | 88.29 | 86.92 | 86.88 | 87.19 | 87.48 | 86.85 | 85.16 | 87.94 | 88.84 | 88.17 | 87.66 | 85.04 | 84.14 | 85.58 | 85.24 | 84.45 |
| 282 | 372 | 64 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 86.44 | 88.71 | 87.89 | 87.80 | 86.34 | 88.24 | 86.85 | 87.37 | 87.59 | 87.14 | 87.97 | 87.44 | 85.68 | 87.20 | 87.54 | 88.90 | 87.92 | 87.26 | 86.90 | 87.60 | 85.56 | 84.46 | 86.49 | 82.93 | 84.37 | 84.50 |
| 283 | 372 | 64 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.18 | 87.29 | 85.53 | 85.88 | 87.55 | 88.04 | 85.85 | 87.10 | 88.95 | 86.51 | 88.29 | 87.47 | 87.58 | 84.15 | 85.98 | 87.14 | 87.89 | 86.90 | 87.37 | 88.62 | 85.56 | 84.17 | 85.64 | 84.32 | 83.87 | 85.41 |
| 312 | 372 | 64 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 84.79 | 84.18 | 86.64 | 85.90 | 84.92 | 84.89 | 84.73 | 82.35 | 84.26 | 84.69 | 88.22 | 85.84 | 85.42 | 85.89 | 85.70 | 86.55 | 87.18 | 85.97 | 87.90 | 89.68 | 83.42 | 84.39 | 83.13 | 83.21 | 83.90 | 84.71 |
| 313 | 372 | 64 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 85.57 | 86.36 | 85.91 | 87.39 | 85.69 | 88.28 | 87.05 | 88.62 | 86.13 | 85.61 | 87.37 | 88.06 | 87.88 | 88.50 | 85.67 | 86.51 | 87.53 | 87.92 | 89.19 | 89.16 | 83.25 | 86.03 | 83.85 | 84.20 | 85.12 | 85.31 |
| 314 | 372 | 64 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 84.75 | 87.85 | 85.45 | 84.92 | 83.96 | 86.20 | 86.30 | 87.35 | 87.71 | 86.74 | 89.19 | 88.68 | 87.88 | 86.68 | 84.71 | 85.20 | 88.08 | 87.24 | 87.97 | 89.20 | 85.33 | 85.14 | 86.23 | 86.24 | 84.95 | 85.02 |
| 315 | 372 | 64 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.27 | 86.68 | 89.36 | 87.30 | 86.74 | 86.23 | 87.86 | 87.17 | 87.31 | 86.20 | 88.42 | 88.71 | 86.68 | 86.51 | 88.55 | 87.23 | 88.63 | 89.45 | 87.81 | 88.68 | 84.36 | 83.98 | 85.12 | 85.34 | 85.43 | 84.40 |
| 344 | 372 | 64 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 83.48 | 79.00 | 84.33 | 83.77 | 84.82 | 86.79 | 84.28 | 83.53 | 82.12 | 87.44 | 87.60 | 86.72 | 84.89 | 85.03 | 83.94 | 89.20 | 84.05 | 87.64 | 87.46 | 86.88 | 81.01 | 85.35 | 84.80 | 79.07 | 82.26 | 85.00 |
| 345 | 372 | 64 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 84.72 | 87.07 | 87.42 | 85.56 | 86.54 | 86.54 | 86.07 | 88.58 | 88.80 | 85.26 | 87.10 | 88.94 | 87.83 | 88.16 | 86.28 | 88.61 | 88.55 | 86.57 | 86.33 | 88.92 | 85.24 | 84.80 | 85.41 | 85.07 | 86.36 | 86.23 |
| 346 | 372 | 64 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 84.83 | 84.85 | 86.79 | 87.30 | 85.98 | 87.97 | 87.63 | 86.85 | 89.09 | 87.28 | 89.69 | 88.04 | 87.03 | 86.21 | 85.86 | 88.33 | 88.62 | 86.42 | 87.37 | 87.05 | 85.69 | 84.90 | 79.92 | 84.58 | 84.99 | 85.17 |
| 347 | 372 | 64 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.14 | 86.98 | 86.46 | 86.57 | 86.01 | 86.39 | 85.53 | 86.62 | 86.16 | 85.10 | 89.29 | 86.47 | 88.07 | 88.27 | 87.93 | 86.08 | 86.48 | 86.58 | 87.90 | 87.82 | 86.26 | 85.23 | 85.15 | 84.36 | 84.85 | 86.04 |
| 376 | 372 | 64 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 84.11 | 85.35 | 85.80 | 85.80 | 80.70 | 87.00 | 85.44 | 85.38 | 84.80 | 88.50 | 87.08 | 87.54 | 85.72 | 88.18 | 87.34 | 87.18 | 87.25 | 86.48 | 86.96 | 84.94 | 83.97 | 85.78 | 85.13 | 84.64 | 85.03 | 85.37 |
| 377 | 372 | 64 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.57 | 85.37 | 85.56 | 85.99 | 85.32 | 86.96 | 87.27 | 85.08 | 87.16 | 88.37 | 86.88 | 86.48 | 87.44 | 83.94 | 88.00 | 88.91 | 87.39 | 87.86 | 84.96 | 86.87 | 84.17 | 84.17 | 84.63 | 84.98 | 85.50 | 83.14 |
| 378 | 372 | 64 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.74 | 87.78 | 85.74 | 87.98 | 83.81 | 87.73 | 86.07 | 84.59 | 87.34 | 86.62 | 87.83 | 89.65 | 87.61 | 88.57 | 88.63 | 88.18 | 85.93 | 86.90 | 86.97 | 88.33 | 85.42 | 83.00 | 84.28 | 84.87 | 85.34 | 84.35 |
| 379 | 372 | 64 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.13 | 88.51 | 86.25 | 87.91 | 87.28 | 85.74 | 87.77 | 87.71 | 89.62 | 87.67 | 89.74 | 87.88 | 88.40 | 87.33 | 87.36 | 86.21 | 87.27 | 87.44 | 89.26 | 88.54 | 87.00 | 85.59 | 87.11 | 83.58 | 87.01 | 86.55 |
| 408 | 372 | 64 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 84.91 | 86.37 | 86.18 | 85.02 | 86.31 | 86.49 | 84.86 | 84.79 | 86.55 | 24.01 | 87.56 | 87.16 | 87.52 | 86.44 | 86.35 | 85.61 | 87.22 | 86.46 | 24.01 | 86.69 | 84.93 | 84.37 | 85.79 | 85.44 | 84.19 | 82.66 |
| 409 | 372 | 64 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 85.71 | 88.23 | 87.77 | 87.72 | 87.06 | 87.27 | 87.05 | 88.10 | 86.63 | 87.56 | 87.63 | 89.64 | 88.18 | 87.20 | 88.14 | 88.25 | 87.32 | 88.17 | 87.92 | 86.51 | 84.81 | 84.69 | 84.67 | 84.56 | 88.18 | 86.59 |
| 410 | 372 | 64 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.22 | 87.00 | 84.65 | 86.01 | 85.32 | 88.77 | 85.10 | 87.26 | 87.38 | 86.60 | 87.37 | 88.70 | 85.99 | 85.88 | 85.33 | 88.54 | 88.17 | 85.82 | 88.10 | 88.84 | 85.19 | 84.43 | 85.91 | 83.69 | 85.81 | 85.35 |
| 411 | 372 | 64 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 85.15 | 87.30 | 85.26 | 87.78 | 86.03 | 86.15 | 88.18 | 87.53 | 88.90 | 86.76 | 87.15 | 87.19 | 87.24 | 87.56 | 86.78 | 88.50 | 87.69 | 88.43 | 88.28 | 89.40 | 86.82 | 83.49 | 88.28 | 84.80 | 83.40 | 85.15 |
| 440 | 372 | 64 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 86.15 | 88.40 | 85.79 | 84.66 | 85.88 | 88.09 | 86.35 | 89.00 | 85.72 | 86.23 | 87.73 | 87.29 | 87.50 | 86.55 | 87.18 | 87.78 | 86.68 | 86.98 | 88.12 | 86.86 | 84.10 | 83.76 | 85.68 | 84.18 | 85.12 | 84.83 |
| 441 | 372 | 64 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.72 | 86.78 | 85.65 | 88.90 | 86.13 | 87.95 | 87.67 | 87.78 | 89.92 | 86.51 | 88.47 | 89.21 | 87.92 | 88.36 | 88.50 | 88.11 | 87.75 | 87.75 | 89.43 | 88.12 | 82.64 | 84.58 | 83.80 | 84.85 | 83.65 | 85.32 |
| 442 | 372 | 64 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.36 | 87.14 | 88.41 | 85.76 | 87.62 | 87.03 | 87.55 | 88.19 | 85.89 | 87.73 | 88.06 | 88.10 | 90.08 | 87.39 | 86.81 | 88.86 | 85.30 | 89.08 | 87.28 | 89.43 | 84.62 | 85.98 | 87.79 | 84.95 | 84.78 | 85.20 |
| 443 | 372 | 64 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 85.99 | 88.62 | 86.22 | 86.93 | 87.61 | 88.14 | 87.21 | 88.03 | 89.69 | 87.42 | 87.88 | 89.33 | 88.96 | 87.64 | 88.37 | 89.36 | 86.61 | 87.01 | 87.87 | 87.64 | 86.57 | 85.50 | 86.42 | 84.65 | 84.54 | 85.62 |
| 472 | 372 | 64 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.23 | 87.33 | 86.35 | 87.79 | 86.57 | 86.11 | 86.31 | 87.45 | 86.34 | 87.47 | 88.82 | 87.30 | 85.65 | 86.56 | 85.78 | 87.55 | 86.67 | 88.69 | 87.85 | 88.86 | 83.74 | 83.86 | 84.32 | 86.21 | 83.43 | 84.14 |
| 473 | 372 | 64 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 85.59 | 89.32 | 86.79 | 87.59 | 87.40 | 88.06 | 85.79 | 87.50 | 88.81 | 89.60 | 86.62 | 87.08 | 87.18 | 88.35 | 84.74 | 88.79 | 87.44 | 87.35 | 87.23 | 87.74 | 88.94 | 84.42 | 86.91 | 88.41 | 88.41 | 84.11 |
| 474 | 372 | 64 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 85.96 | 88.85 | 85.73 | 86.68 | 88.08 | 88.40 | 87.47 | 87.37 | 88.57 | 87.10 | 89.19 | 86.66 | 88.60 | 88.23 | 87.62 | 87.10 | 87.04 | 85.76 | 87.55 | 87.85 | 85.17 | 83.99 | 87.10 | 86.19 | 83.40 | 85.76 |
| 475 | 372 | 64 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 86.38 | 86.93 | 88.92 | 88.44 | 87.47 | 87.01 | 86.60 | 85.87 | 88.87 | 88.29 | 87.74 | 87.72 | 87.56 | 84.96 | 87.64 | 89.51 | 88.78 | 89.37 | 88.93 | 87.88 | 83.40 | 85.08 | 85.68 | 84.32 | 83.97 | 85.75 |
| 504 | 372 | 64 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 83.14 | 87.17 | 87.93 | 86.66 | 85.82 | 87.57 | 85.30 | 84.92 | 85.76 | 85.73 | 87.96 | 86.40 | 86.62 | 86.24 | 87.44 | 87.07 | 86.21 | 84.44 | 87.40 | 86.54 | 83.61 | 83.65 | 86.28 | 84.38 | 83.16 | 86.20 |
| 505 | 372 | 64 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.24 | 87.72 | 87.15 | 87.61 | 87.48 | 85.30 | 87.63 | 87.34 | 85.90 | 87.42 | 87.42 | 89.69 | 87.49 | 86.94 | 87.80 | 86.11 | 86.57 | 87.74 | 88.70 | 88.99 | 84.04 | 85.07 | 86.02 | 83.56 | 84.37 | 85.98 |
| 506 | 372 | 64 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.91 | 86.56 | 85.68 | 86.16 | 87.35 | 88.00 | 86.47 | 86.60 | 88.55 | 86.14 | 87.59 | 87.76 | 86.89 | 87.98 | 87.46 | 86.19 | 87.10 | 87.90 | 89.38 | 89.12 | 84.84 | 87.06 | 86.88 | 83.76 | 85.52 | 86.06 |
| 507 | 372 | 64 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 87.35 | 87.77 | 87.36 | 87.21 | 89.18 | 87.95 | 87.61 | 87.40 | 85.83 | 88.02 | 87.79 | 87.98 | 88.17 | 86.88 | 87.39 | 88.96 | 88.65 | 88.64 | 89.63 | 87.08 | 84.86 | 86.41 | 83.40 | 84.27 | 84.46 | 84.43 |
| 536 | 372 | 64 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 85.66 | 88.68 | 85.40 | 86.00 | 86.39 | 87.47 | 87.74 | 88.19 | 87.85 | 88.22 | 88.24 | 87.30 | 86.98 | 86.45 | 85.84 | 88.07 | 83.67 | 89.36 | 87.57 | 87.71 | 86.03 | 82.33 | 86.37 | 85.74 | 83.79 | 83.60 |
| 537 | 372 | 64 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 85.57 | 88.20 | 87.55 | 89.79 | 87.52 | 86.62 | 86.89 | 88.30 | 85.94 | 85.83 | 87.92 | 88.02 | 86.77 | 87.50 | 87.02 | 86.28 | 87.21 | 85.90 | 88.28 | 86.17 | 84.10 | 84.39 | 87.28 | 86.28 | 88.35 | 85.64 |
| 538 | 372 | 64 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 87.00 | 88.07 | 88.06 | 85.42 | 86.17 | 88.03 | 87.58 | 88.18 | 86.21 | 87.54 | 87.82 | 89.15 | 88.11 | 87.43 | 86.26 | 84.48 | 86.96 | 87.12 | 87.59 | 88.62 | 86.08 | 85.26 | 85.83 | 84.18 | 85.79 | 84.52 |
| 539 | 372 | 64 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.25 | 87.03 | 86.91 | 86.18 | 87.72 | 86.79 | 87.91 | 88.10 | 87.28 | 86.86 | 89.09 | 89.40 | 87.95 | 90.27 | 88.62 | 88.66 | 87.16 | 88.23 | 87.54 | 87.52 | 85.82 | 85.60 | 85.29 | 84.46 | 87.76 | 86.29 |
| 568 | 372 | 64 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 86.51 | 86.36 | 86.71 | 87.12 | 88.22 | 87.00 | 88.07 | 86.68 | 89.09 | 86.41 | 87.89 | 87.67 | 88.18 | 87.01 | 87.03 | 86.57 | 87.33 | 88.12 | 87.73 | 85.53 | 84.45 | 84.74 | 82.87 | 84.32 | 84.31 | 85.52 |
| 569 | 372 | 64 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 85.86 | 85.07 | 87.75 | 86.55 | 86.28 | 88.15 | 88.55 | 86.97 | 87.69 | 86.54 | 89.21 | 87.13 | 88.28 | 88.65 | 85.85 | 85.51 | 88.19 | 86.92 | 88.29 | 87.59 | 85.10 | 83.11 | 84.81 | 85.36 | 85.79 | 86.01 |
| 570 | 372 | 64 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 87.61 | 87.52 | 86.98 | 87.36 | 86.05 | 87.98 | 87.06 | 88.24 | 87.66 | 86.08 | 88.18 | 86.39 | 87.91 | 86.06 | 87.33 | 87.58 | 88.77 | 88.57 | 85.35 | 89.01 | 84.89 | 85.67 | 83.46 | 85.43 | 86.89 | 87.50 |
| 571 | 372 | 64 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 86.12 | 86.39 | 86.35 | 87.61 | 87.60 | 86.97 | 89.28 | 88.94 | 84.44 | 89.02 | 85.84 | 87.99 | 86.57 | 87.82 | 87.73 | 87.97 | 88.57 | 86.38 | 87.70 | 87.64 | 86.81 | 84.84 | 85.18 | 86.29 | 85.86 | 85.20 |
| 600 | 372 | 64 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.73 | 88.11 | 87.78 | 89.93 | 87.98 | 89.72 | 88.35 | 87.61 | 88.41 | 87.52 | 89.74 | 88.43 | 88.45 | 87.39 | 88.55 | 89.01 | 88.50 | 89.52 | 89.17 | 89.20 | 89.10 | 86.74 | 87.37 | 85.64 | 88.67 | 86.77 |
| 601 | 372 | 64 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.37 | 88.10 | 87.00 | 88.14 | 88.99 | 88.27 | 87.96 | 89.00 | 89.44 | 87.62 | 89.10 | 89.70 | 88.73 | 88.21 | 88.45 | 89.19 | 87.21 | 88.94 | 89.32 | 88.68 | 88.15 | 88.14 | 88.62 | 87.57 | 89.27 | 88.05 |
| 602 | 372 | 64 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.19 | 89.46 | 87.85 | 87.96 | 87.90 | 89.77 | 87.76 | 87.86 | 87.56 | 87.84 | 90.70 | 89.29 | 90.22 | 90.14 | 87.54 | 90.12 | 89.19 | 89.75 | 88.97 | 90.44 | 86.34 | 88.15 | 87.32 | 86.59 | 87.89 | 86.68 |
| 603 | 372 | 64 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.24 | 88.53 | 87.10 | 87.15 | 88.48 | 88.46 | 88.87 | 89.02 | 87.45 | 88.82 | 88.87 | 88.02 | 89.42 | 87.07 | 87.88 | 88.35 | 87.96 | 88.24 | 88.99 | 88.46 | 89.42 | 86.15 | 89.98 | 87.67 | 88.91 | 84.85 |
| 632 | 372 | 64 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.01 | 88.24 | 88.32 | 88.84 | 87.47 | 88.01 | 87.64 | 88.07 | 88.54 | 87.47 | 88.95 | 89.91 | 89.85 | 87.64 | 88.84 | 88.28 | 87.20 | 88.10 | 88.14 | 89.29 | 84.24 | 86.95 | 87.88 | 86.40 | 85.03 | 89.11 |
| 633 | 372 | 64 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.94 | 88.43 | 88.40 | 89.88 | 89.35 | 89.59 | 89.47 | 88.20 | 88.41 | 86.97 | 89.23 | 87.59 | 88.27 | 88.06 | 89.43 | 87.82 | 89.44 | 89.25 | 89.01 | 88.55 | 87.95 | 85.92 | 89.78 | 87.83 | 85.92 | 88.94 |
| 634 | 372 | 64 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.06 | 87.46 | 87.96 | 87.97 | 88.45 | 88.41 | 88.50 | 88.19 | 88.64 | 88.18 | 88.99 | 89.67 | 88.41 | 88.17 | 89.16 | 87.62 | 87.98 | 87.62 | 89.40 | 87.94 | 87.52 | 84.25 | 89.46 | 87.58 | 85.26 | 86.51 |
| 635 | 372 | 64 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.57 | 88.39 | 87.83 | 87.74 | 87.55 | 90.18 | 88.22 | 87.60 | 89.28 | 88.74 | 90.68 | 88.61 | 89.41 | 88.26 | 89.20 | 88.16 | 87.51 | 88.32 | 89.27 | 88.43 | 86.26 | 87.30 | 88.13 | 89.14 | 87.70 | 88.49 |
| 664 | 372 | 64 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.17 | 89.09 | 88.90 | 87.42 | 88.68 | 87.95 | 89.81 | 87.22 | 87.80 | 86.95 | 88.91 | 89.16 | 89.94 | 88.83 | 88.76 | 86.94 | 87.63 | 87.79 | 87.95 | 88.19 | 88.31 | 87.17 | 89.41 | 87.40 | 89.12 | 86.84 |
| 665 | 372 | 64 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.12 | 87.14 | 88.40 | 87.98 | 87.38 | 89.75 | 88.20 | 88.72 | 88.78 | 88.81 | 87.09 | 90.75 | 88.32 | 87.57 | 89.64 | 88.68 | 88.57 | 88.01 | 89.11 | 89.42 | 85.94 | 86.41 | 87.50 | 87.75 | 88.82 | 86.90 |
| 666 | 372 | 64 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.85 | 89.50 | 88.41 | 88.57 | 88.69 | 89.19 | 87.86 | 87.36 | 86.32 | 87.70 | 88.48 | 89.97 | 88.39 | 87.86 | 87.59 | 89.65 | 89.82 | 89.43 | 87.91 | 90.19 | 86.61 | 87.63 | 88.44 | 86.19 | 87.62 | 87.07 |
| 667 | 372 | 64 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.44 | 89.95 | 88.72 | 88.78 | 88.15 | 88.39 | 87.27 | 87.55 | 88.38 | 87.91 | 90.32 | 89.47 | 90.30 | 89.08 | 88.52 | 87.17 | 89.35 | 90.02 | 89.01 | 90.21 | 85.91 | 87.28 | 85.72 | 87.13 | 87.14 | 87.46 |
| 696 | 372 | 64 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 89.18 | 87.37 | 87.20 | 86.69 | 89.17 | 87.80 | 89.33 | 87.89 | 88.49 | 87.32 | 89.12 | 88.31 | 88.85 | 88.38 | 89.55 | 88.42 | 87.48 | 87.45 | 88.13 | 89.04 | 87.54 | 84.79 | 88.20 | 85.95 | 88.99 | 88.25 |
| 697 | 372 | 64 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.93 | 87.50 | 87.95 | 87.92 | 88.15 | 88.94 | 88.42 | 89.18 | 88.97 | 87.11 | 89.54 | 89.30 | 89.57 | 88.52 | 87.46 | 89.43 | 88.53 | 88.54 | 89.19 | 90.36 | 87.11 | 86.33 | 89.23 | 88.93 | 86.24 | 87.52 |
| 698 | 372 | 64 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.46 | 87.14 | 87.52 | 88.59 | 89.33 | 89.73 | 87.27 | 88.10 | 88.30 | 89.07 | 89.93 | 89.99 | 88.46 | 88.81 | 88.00 | 87.74 | 87.48 | 88.73 | 87.87 | 88.79 | 86.28 | 85.78 | 89.18 | 85.97 | 86.81 | 88.26 |
| 699 | 372 | 64 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.17 | 89.84 | 87.35 | 87.38 | 87.39 | 89.41 | 88.61 | 89.03 | 87.79 | 89.27 | 89.50 | 88.68 | 88.50 | 86.87 | 89.44 | 88.74 | 88.72 | 88.56 | 89.72 | 90.33 | 85.24 | 88.14 | 88.34 | 86.32 | 88.49 | 88.26 |
| 728 | 372 | 64 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 89.67 | 87.71 | 88.17 | 87.73 | 87.33 | 89.42 | 88.67 | 87.06 | 89.17 | 88.97 | 89.62 | 88.37 | 88.46 | 88.85 | 88.60 | 89.46 | 87.54 | 87.84 | 89.43 | 89.36 | 87.06 | 86.93 | 86.27 | 86.45 | 87.72 | 85.74 |
| 729 | 372 | 64 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.72 | 88.23 | 88.43 | 88.92 | 88.79 | 89.93 | 88.47 | 89.80 | 88.72 | 88.07 | 89.29 | 88.40 | 88.72 | 89.08 | 89.14 | 88.89 | 87.79 | 87.57 | 89.07 | 90.41 | 88.63 | 87.47 | 87.98 | 87.35 | 88.58 | 87.03 |
| 730 | 372 | 64 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.81 | 89.75 | 89.43 | 87.47 | 88.19 | 89.96 | 89.37 | 89.05 | 87.38 | 89.29 | 89.95 | 89.16 | 88.50 | 87.40 | 87.25 | 89.22 | 86.51 | 88.00 | 89.02 | 90.21 | 87.92 | 86.89 | 88.82 | 88.98 | 88.60 | 88.54 |
| 731 | 372 | 64 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.94 | 88.19 | 88.07 | 89.03 | 88.41 | 90.33 | 86.21 | 88.78 | 86.99 | 88.31 | 89.93 | 88.77 | 87.76 | 87.12 | 86.66 | 87.61 | 87.91 | 87.55 | 89.42 | 87.93 | 86.25 | 87.40 | 87.49 | 86.55 | 89.14 | 85.13 |
| 760 | 372 | 64 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.03 | 86.54 | 88.38 | 88.50 | 87.89 | 89.66 | 88.22 | 88.80 | 86.93 | 87.19 | 89.24 | 90.55 | 88.37 | 87.97 | 88.50 | 86.65 | 87.08 | 87.72 | 88.72 | 89.17 | 85.12 | 87.57 | 86.56 | 88.51 | 86.61 | 88.19 |
| 761 | 372 | 64 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.22 | 89.10 | 88.39 | 88.91 | 88.99 | 88.68 | 87.14 | 89.45 | 88.46 | 88.10 | 88.22 | 89.61 | 88.11 | 88.64 | 88.83 | 89.12 | 88.87 | 89.98 | 88.88 | 89.26 | 86.93 | 87.22 | 88.71 | 89.00 | 88.12 | 88.23 |
| 762 | 372 | 64 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.91 | 88.66 | 89.15 | 88.42 | 87.88 | 88.25 | 87.43 | 87.31 | 88.98 | 87.71 | 88.52 | 89.47 | 88.07 | 87.47 | 87.35 | 88.81 | 87.76 | 88.71 | 88.82 | 87.85 | 84.17 | 88.53 | 88.40 | 87.89 | 84.17 | 89.16 |
| 763 | 372 | 64 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.04 | 88.22 | 87.67 | 87.88 | 87.42 | 90.23 | 86.79 | 87.11 | 89.24 | 87.07 | 89.15 | 89.49 | 88.56 | 89.67 | 88.59 | 88.00 | 89.93 | 87.46 | 88.01 | 89.99 | 88.61 | 87.05 | 89.44 | 87.44 | 84.40 | 85.93 |
| 792 | 372 | 64 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.11 | 87.21 | 87.42 | 88.76 | 88.61 | 90.26 | 88.73 | 87.44 | 87.02 | 88.02 | 88.13 | 89.15 | 88.92 | 87.49 | 89.50 | 88.21 | 88.27 | 89.12 | 88.69 | 89.10 | 86.41 | 84.37 | 87.52 | 87.65 | 87.65 | 88.11 |
| 793 | 372 | 64 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.35 | 88.37 | 86.12 | 88.34 | 87.47 | 89.44 | 88.73 | 88.16 | 87.38 | 87.16 | 88.44 | 89.73 | 88.02 | 88.92 | 87.65 | 87.28 | 88.00 | 88.51 | 89.44 | 88.94 | 89.25 | 87.36 | 88.78 | 85.10 | 87.82 | 87.56 |
| 794 | 372 | 64 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.38 | 89.45 | 87.04 | 87.98 | 87.06 | 90.74 | 88.44 | 87.96 | 88.00 | 86.63 | 89.20 | 88.80 | 88.11 | 88.79 | 87.18 | 88.05 | 88.14 | 88.24 | 90.54 | 88.53 | 88.82 | 86.64 | 86.20 | 87.36 | 88.89 | 86.97 |
| 795 | 372 | 64 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.90 | 88.25 | 87.72 | 88.12 | 86.14 | 88.37 | 88.66 | 88.98 | 88.23 | 86.88 | 88.59 | 87.04 | 87.29 | 87.84 | 88.37 | 88.22 | 86.93 | 88.26 | 89.74 | 90.09 | 86.63 | 87.48 | 88.64 | 87.10 | 87.18 | 85.79 |
| 824 | 372 | 64 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.50 | 89.11 | 88.85 | 88.34 | 88.16 | 88.42 | 88.69 | 86.76 | 87.17 | 89.42 | 90.72 | 88.87 | 90.00 | 85.80 | 87.93 | 88.75 | 87.85 | 88.78 | 87.98 | 89.42 | 88.86 | 86.13 | 88.00 | 85.81 | 86.84 | 86.96 |
| 825 | 372 | 64 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.66 | 88.56 | 87.02 | 86.58 | 88.40 | 88.58 | 88.72 | 89.72 | 88.38 | 87.55 | 87.87 | 88.86 | 89.10 | 88.65 | 86.48 | 88.25 | 88.45 | 88.06 | 88.78 | 87.40 | 85.09 | 86.43 | 87.68 | 86.10 | 90.69 | 89.82 |
| 826 | 372 | 64 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 87.19 | 88.27 | 88.65 | 85.71 | 86.97 | 89.67 | 86.51 | 89.31 | 89.28 | 88.29 | 89.78 | 89.40 | 89.94 | 88.28 | 87.48 | 89.27 | 87.92 | 89.85 | 89.24 | 88.32 | 87.20 | 87.18 | 87.99 | 84.08 | 87.87 | 85.97 |
| 827 | 372 | 64 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.85 | 88.24 | 87.73 | 89.21 | 89.17 | 89.08 | 88.36 | 88.74 | 88.69 | 88.65 | 89.47 | 88.66 | 87.99 | 87.67 | 89.27 | 88.99 | 88.37 | 87.83 | 89.45 | 88.19 | 87.76 | 89.01 | 88.73 | 85.96 | 85.41 | 88.04 |
| 856 | 372 | 64 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.82 | 88.63 | 88.44 | 87.48 | 88.49 | 88.01 | 87.05 | 88.52 | 87.36 | 87.21 | 87.93 | 89.76 | 88.67 | 88.04 | 88.60 | 88.77 | 88.15 | 87.97 | 89.21 | 89.20 | 85.36 | 86.16 | 87.31 | 84.87 | 85.67 | 88.88 |
| 857 | 372 | 64 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.49 | 88.86 | 88.89 | 88.48 | 87.38 | 88.92 | 88.14 | 88.47 | 88.32 | 87.19 | 89.73 | 89.69 | 90.21 | 88.83 | 87.88 | 89.31 | 89.02 | 88.14 | 88.29 | 88.75 | 88.53 | 85.79 | 87.11 | 87.37 | 86.27 | 86.25 |
| 858 | 372 | 64 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 86.87 | 87.22 | 86.34 | 87.64 | 87.80 | 88.60 | 88.28 | 88.55 | 88.95 | 88.26 | 89.23 | 88.44 | 88.48 | 86.97 | 87.74 | 87.88 | 88.79 | 88.13 | 89.02 | 89.22 | 86.62 | 86.90 | 87.53 | 85.25 | 86.26 | 86.81 |
| 859 | 372 | 64 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 86.80 | 88.26 | 88.33 | 88.84 | 88.31 | 90.03 | 88.10 | 88.56 | 89.32 | 87.00 | 90.24 | 89.70 | 89.67 | 87.79 | 89.48 | 89.40 | 88.94 | 88.47 | 88.03 | 88.88 | 85.83 | 85.85 | 89.52 | 85.66 | 86.53 | 86.69 |
| 888 | 372 | 64 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.64 | 88.38 | 88.22 | 88.88 | 87.99 | 89.76 | 88.58 | 87.83 | 88.46 | 88.14 | 88.14 | 89.45 | 89.23 | 87.91 | 89.70 | 88.63 | 88.23 | 88.59 | 89.83 | 89.15 | 87.57 | 85.78 | 88.40 | 87.04 | 88.69 | 88.58 |
| 889 | 372 | 64 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.95 | 88.75 | 86.61 | 90.37 | 86.14 | 90.23 | 88.25 | 88.99 | 87.84 | 87.86 | 89.59 | 89.34 | 87.93 | 88.32 | 88.55 | 88.62 | 89.80 | 88.65 | 88.92 | 89.06 | 87.10 | 86.08 | 89.94 | 89.64 | 89.54 | 88.30 |
| 890 | 372 | 64 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.16 | 87.60 | 89.03 | 87.98 | 87.76 | 89.70 | 87.25 | 88.62 | 88.19 | 88.23 | 89.70 | 89.33 | 87.22 | 88.64 | 88.74 | 88.25 | 88.82 | 88.18 | 89.76 | 89.69 | 85.68 | 87.10 | 90.45 | 88.25 | 87.80 | 87.05 |
| 891 | 372 | 64 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.59 | 88.57 | 86.27 | 89.14 | 88.19 | 89.18 | 88.43 | 87.74 | 87.87 | 87.63 | 88.90 | 90.55 | 88.20 | 89.02 | 88.41 | 88.91 | 88.86 | 88.99 | 88.91 | 88.69 | 87.48 | 87.28 | 89.35 | 87.29 | 89.47 | 87.45 |
| 920 | 372 | 64 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.85 | 87.60 | 88.61 | 87.73 | 88.54 | 90.92 | 88.54 | 88.95 | 86.49 | 87.60 | 88.25 | 89.25 | 88.01 | 88.50 | 88.76 | 87.50 | 88.27 | 88.79 | 88.56 | 89.93 | 88.97 | 86.03 | 89.63 | 87.19 | 86.41 | 87.03 |
| 921 | 372 | 64 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.22 | 87.60 | 87.24 | 88.19 | 87.85 | 89.69 | 88.76 | 89.94 | 90.18 | 86.62 | 89.63 | 90.37 | 88.96 | 87.96 | 88.93 | 88.11 | 87.89 | 88.57 | 89.94 | 88.91 | 87.23 | 87.26 | 89.02 | 87.60 | 87.97 | 88.89 |
| 922 | 372 | 64 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.67 | 89.00 | 88.46 | 88.40 | 88.51 | 88.94 | 88.91 | 89.29 | 88.69 | 87.79 | 88.74 | 89.24 | 88.64 | 87.82 | 89.90 | 88.36 | 87.51 | 88.53 | 89.42 | 89.27 | 88.13 | 88.79 | 86.62 | 88.46 | 86.39 | 86.98 |
| 923 | 372 | 64 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.61 | 88.30 | 88.72 | 87.43 | 89.11 | 88.08 | 86.91 | 88.52 | 87.80 | 88.79 | 89.19 | 89.24 | 89.50 | 88.07 | 89.74 | 88.95 | 88.53 | 89.80 | 89.46 | 88.20 | 86.96 | 86.57 | 89.04 | 86.95 | 87.42 | 88.28 |
| 952 | 372 | 64 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.89 | 87.25 | 86.70 | 88.41 | 89.32 | 88.79 | 88.25 | 86.99 | 88.66 | 88.26 | 89.37 | 89.35 | 88.72 | 88.57 | 85.70 | 90.37 | 86.14 | 88.33 | 89.29 | 87.95 | 85.76 | 87.78 | 87.11 | 87.29 | 86.43 | 85.75 |
| 953 | 372 | 64 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.89 | 89.75 | 89.39 | 88.62 | 87.96 | 89.10 | 86.91 | 86.89 | 88.57 | 89.44 | 89.32 | 90.20 | 88.53 | 88.16 | 86.47 | 89.34 | 89.25 | 89.65 | 88.89 | 89.22 | 85.30 | 86.54 | 88.15 | 85.76 | 88.59 | 87.87 |
| 954 | 372 | 64 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.20 | 88.46 | 88.43 | 88.38 | 88.35 | 89.82 | 88.00 | 88.88 | 86.94 | 86.52 | 89.64 | 88.09 | 89.02 | 88.55 | 88.08 | 88.90 | 87.10 | 88.44 | 87.53 | 90.02 | 84.15 | 87.32 | 88.24 | 87.09 | 89.23 | 88.10 |
| 955 | 372 | 64 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.23 | 89.82 | 88.54 | 89.58 | 88.32 | 89.10 | 88.30 | 88.26 | 89.01 | 88.77 | 89.53 | 88.31 | 89.84 | 89.37 | 88.56 | 89.21 | 88.90 | 89.26 | 90.46 | 89.44 | 86.91 | 87.02 | 90.05 | 87.11 | 88.06 | 87.30 |
| 984 | 372 | 64 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.52 | 88.34 | 88.41 | 88.81 | 87.17 | 90.19 | 87.98 | 87.42 | 87.92 | 87.20 | 89.50 | 87.69 | 88.82 | 87.32 | 87.07 | 89.19 | 88.85 | 89.16 | 87.81 | 90.39 | 87.94 | 86.93 | 89.48 | 87.63 | 88.20 | 87.18 |
| 985 | 372 | 64 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.75 | 88.51 | 86.39 | 88.21 | 88.99 | 89.16 | 88.31 | 88.30 | 88.24 | 88.32 | 88.21 | 88.05 | 89.50 | 87.46 | 88.97 | 89.39 | 88.06 | 89.12 | 90.66 | 88.32 | 88.85 | 86.46 | 88.15 | 87.76 | 88.24 | 87.54 |
| 986 | 372 | 64 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.05 | 88.17 | 88.69 | 89.04 | 89.10 | 90.25 | 89.48 | 88.52 | 88.21 | 86.75 | 89.85 | 88.45 | 88.68 | 88.21 | 88.53 | 88.50 | 87.93 | 88.00 | 89.51 | 89.94 | 88.84 | 86.63 | 88.43 | 89.54 | 88.00 | 88.33 |
| 987 | 372 | 64 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 90.29 | 88.74 | 88.88 | 88.51 | 88.48 | 88.94 | 88.24 | 87.56 | 88.86 | 88.11 | 90.01 | 90.22 | 87.73 | 88.80 | 88.46 | 89.14 | 87.70 | 89.67 | 88.67 | 91.23 | 86.31 | 90.05 | 88.71 | 87.60 | 89.08 | 85.53 |
| 1016 | 372 | 64 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.19 | 88.25 | 87.92 | 88.28 | 86.93 | 89.70 | 87.70 | 90.25 | 88.89 | 86.94 | 89.07 | 89.74 | 87.81 | 88.85 | 89.18 | 88.98 | 87.83 | 88.35 | 88.21 | 88.69 | 89.79 | 87.25 | 88.69 | 86.63 | 88.82 | 89.42 |
| 1017 | 372 | 64 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.85 | 87.63 | 87.74 | 89.07 | 87.44 | 87.72 | 88.30 | 86.08 | 89.33 | 88.17 | 88.33 | 89.31 | 87.90 | 87.16 | 87.43 | 88.09 | 88.48 | 89.10 | 87.72 | 89.05 | 86.42 | 85.08 | 88.71 | 86.36 | 87.62 | 89.04 |
| 1018 | 372 | 64 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.93 | 88.47 | 88.70 | 89.00 | 89.73 | 89.14 | 88.38 | 88.08 | 87.55 | 87.43 | 88.99 | 90.13 | 88.69 | 87.39 | 88.29 | 88.63 | 87.52 | 88.53 | 89.08 | 89.72 | 85.32 | 87.01 | 84.79 | 85.80 | 89.93 | 87.40 |
| 1019 | 372 | 64 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 86.82 | 87.86 | 87.83 | 89.17 | 89.04 | 88.44 | 87.78 | 87.83 | 88.00 | 88.91 | 88.97 | 88.15 | 89.66 | 86.82 | 88.58 | 88.17 | 87.90 | 89.17 | 89.67 | 90.00 | 87.56 | 87.71 | 87.54 | 89.09 | 88.15 | 89.10 |
| 1048 | 372 | 64 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.56 | 87.92 | 87.97 | 88.15 | 86.70 | 88.01 | 88.79 | 88.41 | 88.85 | 88.59 | 89.50 | 89.21 | 87.99 | 89.93 | 87.70 | 88.38 | 87.27 | 87.42 | 88.55 | 88.22 | 85.96 | 87.91 | 88.93 | 86.56 | 85.86 | 87.29 |
| 1049 | 372 | 64 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.91 | 89.02 | 87.71 | 87.75 | 88.01 | 87.92 | 88.51 | 88.68 | 89.19 | 87.91 | 89.17 | 89.38 | 88.90 | 89.24 | 88.52 | 88.46 | 87.10 | 88.31 | 88.80 | 89.14 | 88.41 | 87.65 | 88.85 | 84.62 | 86.01 | 85.58 |
| 1050 | 372 | 64 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.50 | 87.98 | 87.13 | 86.78 | 87.00 | 90.04 | 87.97 | 87.84 | 89.64 | 87.97 | 89.50 | 89.94 | 87.38 | 88.88 | 88.83 | 88.19 | 89.39 | 88.30 | 89.46 | 89.01 | 87.75 | 85.86 | 88.19 | 85.02 | 90.47 | 87.02 |
| 1051 | 372 | 64 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.02 | 88.97 | 88.99 | 88.63 | 88.67 | 89.16 | 87.78 | 90.05 | 88.40 | 87.77 | 89.41 | 87.98 | 88.38 | 87.61 | 88.31 | 88.30 | 86.57 | 89.00 | 88.71 | 89.87 | 87.70 | 86.63 | 89.30 | 85.67 | 85.09 | 87.20 |
| 1080 | 372 | 64 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 88.28 | 89.01 | 87.59 | 86.28 | 87.25 | 89.62 | 89.19 | 88.91 | 87.69 | 87.98 | 90.18 | 88.11 | 87.84 | 89.17 | 88.65 | 87.61 | 88.67 | 86.56 | 88.38 | 89.14 | 87.64 | 85.93 | 86.66 | 87.48 | 88.04 | 88.14 |
| 1081 | 372 | 64 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.89 | 88.86 | 87.76 | 87.72 | 87.22 | 88.02 | 88.54 | 88.35 | 87.91 | 88.49 | 89.37 | 89.23 | 86.57 | 87.53 | 88.58 | 89.01 | 89.18 | 88.24 | 89.24 | 89.36 | 89.08 | 88.32 | 88.79 | 88.51 | 89.69 | 86.88 |
| 1082 | 372 | 64 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.84 | 88.54 | 88.03 | 89.20 | 87.27 | 88.17 | 88.95 | 88.00 | 89.14 | 88.90 | 88.82 | 90.07 | 89.41 | 87.82 | 87.88 | 88.97 | 88.38 | 88.00 | 88.43 | 89.17 | 84.80 | 86.81 | 89.53 | 84.34 | 89.17 | 87.17 |
| 1083 | 372 | 64 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.01 | 88.52 | 88.46 | 86.85 | 89.12 | 89.14 | 89.67 | 89.57 | 87.00 | 88.16 | 89.38 | 88.92 | 88.47 | 86.61 | 87.95 | 87.70 | 87.15 | 87.05 | 89.08 | 89.42 | 87.99 | 85.80 | 89.78 | 87.24 | 88.39 | 85.12 |
| 1112 | 372 | 64 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.92 | 90.17 | 89.10 | 88.24 | 87.98 | 89.77 | 87.55 | 88.11 | 87.27 | 88.72 | 89.28 | 88.82 | 87.99 | 87.33 | 87.54 | 87.47 | 88.91 | 87.65 | 89.39 | 88.59 | 86.07 | 87.28 | 88.46 | 86.44 | 85.62 | 86.58 |
| 1113 | 372 | 64 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.45 | 88.31 | 89.06 | 89.33 | 87.36 | 90.38 | 89.13 | 88.98 | 88.29 | 87.67 | 89.77 | 89.19 | 88.87 | 86.38 | 88.63 | 88.25 | 89.72 | 88.48 | 89.37 | 88.95 | 86.05 | 86.58 | 89.56 | 87.02 | 87.27 | 87.85 |
| 1114 | 372 | 64 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.23 | 88.24 | 87.98 | 87.84 | 89.07 | 88.90 | 88.68 | 88.60 | 88.44 | 87.85 | 89.72 | 88.14 | 88.57 | 89.56 | 87.52 | 87.51 | 88.43 | 88.20 | 90.71 | 89.71 | 87.37 | 87.93 | 87.57 | 86.93 | 86.12 | 88.72 |
| 1115 | 372 | 64 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.22 | 88.64 | 88.15 | 87.52 | 87.42 | 89.18 | 89.16 | 89.53 | 87.18 | 87.76 | 90.01 | 87.64 | 88.21 | 87.35 | 87.83 | 88.02 | 88.90 | 88.75 | 90.00 | 89.39 | 87.85 | 85.35 | 88.29 | 87.65 | 86.56 | 86.60 |
| 1144 | 372 | 64 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 88.24 | 89.57 | 87.13 | 87.92 | 87.51 | 88.32 | 87.61 | 87.84 | 89.61 | 86.70 | 89.16 | 90.02 | 87.99 | 87.25 | 86.73 | 89.38 | 87.69 | 88.94 | 89.19 | 88.89 | 85.33 | 85.71 | 83.91 | 86.53 | 88.63 | 88.77 |
| 1145 | 372 | 64 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.77 | 88.56 | 89.31 | 86.92 | 87.85 | 88.49 | 86.83 | 87.85 | 86.00 | 89.18 | 89.18 | 88.36 | 88.81 | 89.27 | 87.51 | 89.23 | 87.23 | 89.34 | 87.98 | 90.71 | 84.75 | 87.47 | 85.49 | 86.58 | 88.30 | 86.98 |
| 1146 | 372 | 64 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 87.43 | 88.01 | 88.23 | 87.51 | 87.14 | 89.00 | 87.66 | 87.85 | 87.01 | 86.65 | 88.69 | 89.45 | 86.91 | 88.15 | 88.92 | 88.01 | 87.92 | 88.55 | 88.82 | 88.99 | 89.03 | 87.05 | 88.50 | 85.35 | 87.19 | 86.01 |
| 1147 | 372 | 64 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 87.16 | 88.36 | 87.58 | 86.28 | 86.98 | 88.43 | 87.84 | 89.07 | 88.14 | 87.07 | 89.65 | 89.53 | 89.42 | 87.31 | 87.72 | 88.64 | 88.74 | 89.04 | 87.80 | 89.42 | 85.91 | 86.54 | 86.05 | 87.36 | 87.11 | 87.15 |
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 24 | 372 | 64 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.13 | 91.61 | 79.75 | 88.06 | 87.91 | 88.17 | 89.14 | 91.46 | 90.13 | 90.37 | 90.18 | 90.57 | 88.29 | 90.24 | 89.18 | 85.18 | 90.41 | 89.07 | 88.68 | 87.85 | 89.28 | 89.60 | 88.32 | 87.92 | 89.98 | 86.42 |
| 25 | 372 | 64 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.47 | 90.94 | 92.31 | 90.08 | 91.45 | 89.27 | 92.58 | 91.55 | 89.31 | 89.85 | 90.16 | 89.17 | 91.47 | 91.10 | 88.84 | 92.14 | 88.12 | 89.98 | 89.22 | 90.50 | 90.03 | 90.95 | 91.94 | 90.61 | 88.55 | 89.33 |
| 26 | 372 | 64 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 90.78 | 88.75 | 90.61 | 88.35 | 89.33 | 90.01 | 88.61 | 88.70 | 91.31 | 88.74 | 90.82 | 90.60 | 92.34 | 88.27 | 90.95 | 90.24 | 89.59 | 89.04 | 89.13 | 88.16 | 89.90 | 91.38 | 88.47 | 89.55 | 90.76 | 89.94 |
| 27 | 372 | 64 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.95 | 89.77 | 93.10 | 92.06 | 88.68 | 92.40 | 89.82 | 89.20 | 92.43 | 89.61 | 88.77 | 91.81 | 91.13 | 92.38 | 86.36 | 92.96 | 90.63 | 91.38 | 89.76 | 88.60 | 90.17 | 87.99 | 88.11 | 90.86 | 89.69 | 90.36 |
| 56 | 372 | 64 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.73 | 92.02 | 83.56 | 91.25 | 89.97 | 89.70 | 90.90 | 88.71 | 89.27 | 90.59 | 88.71 | 92.25 | 90.41 | 89.72 | 87.97 | 89.98 | 89.20 | 88.78 | 90.71 | 89.00 | 88.28 | 89.74 | 89.84 | 88.61 | 91.14 | 89.33 |
| 57 | 372 | 64 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.73 | 92.39 | 92.36 | 92.35 | 92.28 | 92.68 | 90.12 | 89.03 | 90.32 | 91.11 | 89.78 | 90.41 | 90.78 | 90.28 | 89.88 | 91.68 | 91.30 | 91.75 | 89.27 | 91.34 | 88.86 | 91.69 | 89.56 | 92.31 | 87.77 | 90.71 |
| 58 | 372 | 64 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 93.32 | 92.60 | 90.80 | 90.61 | 90.98 | 90.17 | 88.58 | 88.64 | 86.77 | 91.97 | 91.96 | 91.14 | 90.83 | 87.42 | 89.91 | 91.75 | 90.47 | 91.00 | 90.92 | 92.72 | 91.10 | 90.33 | 91.90 | 89.46 | 90.68 | 89.89 |
| 59 | 372 | 64 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 91.52 | 93.23 | 91.44 | 90.25 | 91.11 | 90.97 | 90.15 | 92.03 | 91.38 | 91.01 | 91.43 | 90.30 | 89.99 | 91.66 | 91.61 | 93.00 | 89.72 | 88.74 | 94.46 | 90.44 | 89.97 | 88.20 | 91.57 | 91.04 | 90.73 | 89.22 |
| 88 | 372 | 64 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.43 | 92.70 | 89.61 | 91.03 | 90.28 | 90.88 | 91.66 | 90.60 | 90.32 | 91.77 | 90.92 | 90.53 | 92.18 | 91.20 | 91.06 | 91.67 | 91.76 | 90.91 | 91.67 | 91.66 | 90.00 | 89.01 | 90.01 | 93.54 | 92.88 | 88.38 |
| 89 | 372 | 64 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.88 | 90.95 | 90.72 | 90.81 | 91.92 | 93.09 | 93.56 | 92.85 | 91.97 | 89.03 | 90.93 | 91.06 | 93.90 | 91.39 | 89.87 | 91.05 | 91.60 | 90.27 | 90.57 | 91.18 | 91.50 | 91.52 | 90.19 | 90.40 | 89.83 | 92.70 |
| 90 | 372 | 64 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 90.69 | 90.29 | 90.57 | 89.77 | 93.24 | 89.25 | 90.88 | 88.29 | 89.68 | 91.49 | 88.37 | 90.05 | 90.16 | 90.23 | 88.43 | 91.53 | 89.69 | 89.11 | 89.83 | 91.79 | 91.89 | 91.18 | 90.63 | 90.13 | 89.45 | 87.64 |
| 91 | 372 | 64 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 92.23 | 91.14 | 91.29 | 90.62 | 91.69 | 89.23 | 87.40 | 89.04 | 91.85 | 90.35 | 89.88 | 90.72 | 91.73 | 89.50 | 90.41 | 92.55 | 91.34 | 91.56 | 88.92 | 91.30 | 88.85 | 89.88 | 89.51 | 91.53 | 90.20 | 92.53 |
| 120 | 372 | 64 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 89.89 | 91.71 | 90.59 | 88.86 | 89.08 | 89.28 | 90.03 | 90.64 | 89.38 | 88.43 | 90.11 | 87.23 | 89.41 | 88.01 | 88.47 | 87.56 | 89.95 | 88.06 | 89.41 | 89.33 | 87.69 | 91.15 | 91.26 | 86.59 | 91.63 | 89.21 |
| 121 | 372 | 64 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 91.45 | 88.52 | 91.05 | 91.08 | 89.81 | 91.87 | 89.01 | 90.32 | 89.46 | 88.64 | 90.22 | 92.49 | 92.04 | 91.70 | 87.82 | 91.92 | 91.60 | 87.58 | 90.14 | 90.72 | 90.19 | 91.28 | 89.89 | 90.93 | 90.88 | 91.71 |
| 122 | 372 | 64 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 91.26 | 87.88 | 91.37 | 90.38 | 90.39 | 90.05 | 87.17 | 88.59 | 91.27 | 89.92 | 90.35 | 87.80 | 89.27 | 89.89 | 91.22 | 92.67 | 89.18 | 90.65 | 90.03 | 90.34 | 90.74 | 91.22 | 90.72 | 90.77 | 89.84 | 89.89 |
| 123 | 372 | 64 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 91.24 | 93.35 | 89.99 | 92.45 | 89.55 | 92.02 | 91.19 | 91.21 | 89.76 | 90.23 | 88.03 | 88.77 | 93.53 | 91.61 | 88.94 | 91.88 | 91.88 | 93.27 | 89.78 | 91.03 | 91.26 | 90.49 | 92.10 | 90.58 | 90.52 | 88.66 |
| 152 | 372 | 64 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 91.22 | 91.12 | 91.00 | 88.74 | 90.03 | 90.18 | 89.64 | 92.57 | 90.77 | 90.58 | 91.49 | 91.85 | 91.35 | 90.22 | 89.71 | 92.99 | 91.75 | 92.16 | 90.62 | 90.00 | 89.85 | 90.52 | 87.72 | 89.75 | 92.38 | 91.55 |
| 153 | 372 | 64 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 93.03 | 92.42 | 90.70 | 91.59 | 92.33 | 91.24 | 89.58 | 90.93 | 94.25 | 90.74 | 90.14 | 91.13 | 93.02 | 91.50 | 89.77 | 89.73 | 92.86 | 90.55 | 93.39 | 92.55 | 91.09 | 91.52 | 91.50 | 90.75 | 88.19 | 89.69 |
| 154 | 372 | 64 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 91.07 | 91.76 | 92.95 | 89.70 | 91.81 | 89.13 | 93.01 | 90.87 | 91.99 | 90.88 | 91.24 | 88.97 | 91.53 | 91.77 | 88.83 | 90.46 | 91.10 | 89.10 | 91.17 | 91.87 | 91.29 | 92.06 | 92.63 | 91.54 | 91.56 | 89.92 |
| 155 | 372 | 64 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 90.85 | 92.57 | 89.75 | 89.86 | 89.35 | 92.07 | 89.85 | 91.28 | 90.18 | 88.65 | 90.57 | 88.67 | 89.62 | 92.55 | 90.67 | 89.92 | 89.82 | 90.54 | 87.09 | 89.64 | 89.81 | 87.83 | 91.14 | 88.82 | 89.71 | 89.61 |
| 184 | 372 | 64 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 90.03 | 90.85 | 92.05 | 91.69 | 89.56 | 89.99 | 91.10 | 90.02 | 90.52 | 90.86 | 92.33 | 90.90 | 93.30 | 91.60 | 88.35 | 91.79 | 90.02 | 88.21 | 91.47 | 88.75 | 90.42 | 90.40 | 92.58 | 92.22 | 90.48 | 90.62 |
| 185 | 372 | 64 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 90.76 | 92.67 | 94.77 | 90.90 | 92.25 | 92.43 | 92.60 | 89.33 | 88.55 | 90.61 | 89.15 | 92.62 | 92.90 | 90.46 | 91.86 | 93.46 | 92.44 | 91.67 | 90.49 | 91.10 | 90.19 | 90.74 | 93.19 | 88.96 | 89.70 | 89.92 |
| 186 | 372 | 64 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 90.33 | 89.62 | 93.22 | 91.24 | 90.61 | 90.49 | 92.59 | 90.44 | 89.79 | 92.29 | 92.37 | 91.38 | 92.35 | 91.28 | 89.28 | 90.68 | 91.28 | 92.39 | 90.97 | 90.28 | 90.84 | 90.11 | 91.36 | 91.26 | 88.90 | 89.35 |
| 187 | 372 | 64 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 93.01 | 91.38 | 92.12 | 92.43 | 90.90 | 90.30 | 91.57 | 91.53 | 90.40 | 89.81 | 91.45 | 91.50 | 92.34 | 89.73 | 89.37 | 91.53 | 91.02 | 90.86 | 91.18 | 90.28 | 91.97 | 88.96 | 91.73 | 89.03 | 88.58 | 91.15 |
| 216 | 372 | 64 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 90.24 | 91.26 | 90.18 | 89.01 | 88.41 | 87.88 | 89.53 | 90.78 | 89.82 | 92.17 | 92.03 | 90.29 | 89.25 | 91.58 | 89.92 | 91.00 | 91.30 | 88.66 | 89.05 | 91.64 | 89.76 | 90.19 | 93.15 | 90.94 | 91.61 | 89.57 |
| 217 | 372 | 64 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 91.77 | 90.66 | 91.65 | 90.75 | 89.95 | 90.47 | 89.15 | 93.96 | 91.02 | 90.45 | 90.64 | 91.50 | 90.23 | 91.95 | 91.75 | 91.21 | 88.08 | 90.30 | 91.50 | 90.54 | 91.31 | 91.32 | 91.98 | 90.34 | 90.16 | 90.07 |
| 218 | 372 | 64 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 91.76 | 89.65 | 90.78 | 89.82 | 92.67 | 90.04 | 92.00 | 88.88 | 92.95 | 88.18 | 91.26 | 89.27 | 91.72 | 90.40 | 89.56 | 88.23 | 91.78 | 90.42 | 91.20 | 90.28 | 89.36 | 89.59 | 91.67 | 89.20 | 91.21 | 91.89 |
| 219 | 372 | 64 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.86 | 92.38 | 89.68 | 89.36 | 92.81 | 90.93 | 90.04 | 90.90 | 91.05 | 90.62 | 87.53 | 90.69 | 91.72 | 90.20 | 90.08 | 90.68 | 90.56 | 89.17 | 92.78 | 92.70 | 91.24 | 91.07 | 90.98 | 89.63 | 90.89 | 91.31 |
| 248 | 372 | 64 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.28 | 91.05 | 92.50 | 90.37 | 91.60 | 90.49 | 88.56 | 91.49 | 90.81 | 92.23 | 90.24 | 89.96 | 89.87 | 90.41 | 91.07 | 91.39 | 89.77 | 91.16 | 91.09 | 91.35 | 88.91 | 90.87 | 90.42 | 89.66 | 88.82 | 91.35 |
| 249 | 372 | 64 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 92.28 | 91.40 | 92.74 | 90.07 | 93.06 | 90.94 | 92.50 | 92.03 | 90.65 | 88.60 | 90.64 | 88.30 | 93.56 | 90.81 | 90.95 | 90.68 | 91.75 | 92.51 | 94.58 | 89.28 | 89.74 | 91.65 | 90.69 | 91.44 | 91.52 | 90.38 |
| 250 | 372 | 64 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 90.48 | 92.48 | 92.13 | 90.93 | 90.38 | 89.43 | 89.40 | 90.89 | 92.17 | 91.09 | 92.27 | 89.45 | 90.96 | 92.07 | 91.43 | 92.30 | 91.08 | 91.48 | 90.26 | 90.60 | 93.00 | 91.67 | 92.75 | 89.86 | 89.63 | 90.70 |
| 251 | 372 | 64 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 92.06 | 90.57 | 91.48 | 87.94 | 90.75 | 91.60 | 90.32 | 91.76 | 91.72 | 89.64 | 90.58 | 91.27 | 91.72 | 90.24 | 90.86 | 91.26 | 89.88 | 91.39 | 91.29 | 90.33 | 89.68 | 90.03 | 90.33 | 88.22 | 88.86 | 91.20 |
| 280 | 372 | 64 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 89.27 | 90.85 | 92.13 | 91.58 | 92.31 | 90.87 | 92.50 | 91.21 | 91.70 | 90.65 | 92.15 | 92.43 | 91.50 | 89.25 | 88.97 | 91.44 | 91.04 | 91.99 | 90.28 | 92.34 | 91.15 | 88.23 | 92.48 | 87.55 | 91.54 | 88.10 |
| 281 | 372 | 64 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.78 | 91.46 | 91.47 | 90.43 | 92.71 | 90.67 | 87.14 | 92.07 | 91.59 | 91.21 | 89.58 | 89.00 | 90.29 | 91.40 | 91.51 | 91.12 | 90.52 | 92.47 | 92.63 | 93.26 | 90.78 | 89.76 | 91.63 | 89.73 | 89.84 | 90.32 |
| 282 | 372 | 64 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 92.59 | 91.93 | 93.30 | 91.87 | 91.48 | 90.74 | 89.82 | 91.31 | 91.51 | 89.65 | 92.16 | 90.02 | 91.25 | 90.35 | 90.62 | 92.83 | 90.96 | 91.17 | 91.38 | 91.15 | 91.30 | 89.08 | 89.31 | 87.46 | 89.79 | 88.64 |
| 283 | 372 | 64 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 90.93 | 91.47 | 90.00 | 91.59 | 91.98 | 91.13 | 89.94 | 91.87 | 93.24 | 90.52 | 92.99 | 91.21 | 91.31 | 89.20 | 88.27 | 93.01 | 93.57 | 92.03 | 90.77 | 92.82 | 90.33 | 88.43 | 90.43 | 90.97 | 88.24 | 91.05 |
| 312 | 372 | 64 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.62 | 88.73 | 92.19 | 92.20 | 89.95 | 88.25 | 88.20 | 88.54 | 86.71 | 90.48 | 91.81 | 90.13 | 92.19 | 90.64 | 88.97 | 92.02 | 91.67 | 88.70 | 93.74 | 93.27 | 91.53 | 90.08 | 89.02 | 89.11 | 90.23 | 89.36 |
| 313 | 372 | 64 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.97 | 89.56 | 92.68 | 90.66 | 91.09 | 90.81 | 88.81 | 90.99 | 86.94 | 89.38 | 89.95 | 88.83 | 92.31 | 88.97 | 90.62 | 91.37 | 93.01 | 88.58 | 91.54 | 89.98 | 90.28 | 92.51 | 89.54 | 89.78 | 89.58 | 89.55 |
| 314 | 372 | 64 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.43 | 90.05 | 90.75 | 86.82 | 87.34 | 91.05 | 88.66 | 89.46 | 91.70 | 89.46 | 90.62 | 88.89 | 92.33 | 89.53 | 88.03 | 89.08 | 90.59 | 88.64 | 89.23 | 90.05 | 89.57 | 90.81 | 92.19 | 89.44 | 88.20 | 90.34 |
| 315 | 372 | 64 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 91.86 | 90.98 | 92.04 | 91.45 | 91.62 | 90.62 | 92.23 | 92.51 | 90.97 | 91.89 | 91.79 | 89.88 | 90.80 | 91.09 | 91.33 | 89.85 | 92.02 | 90.41 | 92.86 | 89.51 | 89.89 | 91.31 | 90.59 | 91.60 | 89.76 | 90.99 |
| 344 | 372 | 64 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.61 | 84.69 | 90.63 | 87.17 | 90.59 | 89.63 | 89.16 | 87.66 | 88.49 | 92.74 | 90.78 | 90.23 | 90.20 | 89.16 | 86.70 | 90.55 | 91.01 | 91.88 | 92.06 | 93.06 | 89.35 | 90.08 | 90.31 | 86.79 | 88.70 | 88.09 |
| 345 | 372 | 64 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.53 | 91.10 | 91.99 | 92.98 | 90.16 | 90.66 | 90.76 | 90.46 | 90.68 | 89.05 | 90.70 | 92.43 | 91.32 | 90.51 | 90.16 | 91.42 | 92.79 | 89.95 | 91.06 | 92.50 | 90.77 | 90.49 | 89.16 | 89.80 | 91.79 | 91.45 |
| 346 | 372 | 64 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.69 | 90.23 | 91.01 | 92.45 | 92.01 | 91.25 | 90.98 | 89.97 | 92.19 | 91.12 | 90.71 | 89.64 | 93.24 | 90.18 | 90.40 | 89.76 | 91.18 | 90.89 | 91.51 | 88.95 | 90.31 | 90.04 | 85.62 | 92.50 | 90.52 | 89.54 |
| 347 | 372 | 64 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.31 | 90.30 | 89.95 | 89.46 | 91.64 | 87.94 | 89.07 | 89.10 | 89.36 | 88.08 | 92.61 | 89.30 | 90.60 | 91.36 | 92.69 | 92.66 | 90.30 | 91.61 | 90.20 | 90.88 | 91.06 | 89.53 | 91.76 | 89.43 | 88.84 | 89.65 |
| 376 | 372 | 64 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.84 | 88.96 | 91.45 | 89.60 | 87.40 | 90.26 | 88.02 | 91.52 | 91.87 | 93.67 | 90.56 | 90.55 | 88.21 | 90.75 | 91.33 | 89.77 | 90.61 | 91.45 | 91.62 | 87.68 | 90.18 | 89.34 | 90.44 | 89.61 | 91.64 | 91.69 |
| 377 | 372 | 64 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.83 | 91.24 | 92.05 | 88.18 | 91.25 | 89.35 | 91.81 | 87.88 | 91.74 | 91.59 | 91.54 | 90.51 | 91.97 | 88.88 | 90.00 | 92.54 | 91.10 | 92.53 | 90.81 | 91.71 | 90.31 | 91.06 | 91.81 | 88.52 | 90.59 | 89.47 |
| 378 | 372 | 64 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 93.03 | 91.03 | 93.39 | 92.08 | 89.13 | 90.08 | 88.86 | 89.28 | 93.69 | 90.53 | 90.51 | 90.88 | 91.01 | 91.66 | 92.39 | 91.36 | 88.61 | 93.42 | 90.22 | 93.08 | 91.37 | 87.74 | 90.35 | 89.72 | 91.04 | 91.37 |
| 379 | 372 | 64 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.75 | 92.10 | 91.44 | 91.82 | 91.05 | 89.62 | 91.09 | 91.39 | 92.37 | 89.47 | 90.26 | 91.52 | 91.82 | 91.65 | 90.58 | 90.31 | 91.63 | 89.28 | 92.41 | 93.04 | 92.39 | 90.91 | 91.64 | 89.59 | 92.18 | 92.14 |
| 408 | 372 | 64 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 92.08 | 91.54 | 91.26 | 88.57 | 91.06 | 88.84 | 89.02 | 88.09 | 91.08 | 24.42 | 89.40 | 88.42 | 87.78 | 90.65 | 89.72 | 89.02 | 90.95 | 90.62 | 24.42 | 88.51 | 90.27 | 90.08 | 91.19 | 92.03 | 88.48 | 89.29 |
| 409 | 372 | 64 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 91.45 | 92.24 | 91.23 | 89.93 | 91.77 | 88.54 | 91.12 | 89.47 | 89.43 | 88.40 | 88.51 | 90.40 | 90.30 | 91.32 | 90.78 | 92.90 | 91.43 | 88.97 | 89.55 | 91.75 | 90.13 | 90.56 | 90.09 | 90.25 | 91.75 | 90.33 |
| 410 | 372 | 64 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 90.32 | 89.01 | 89.32 | 89.45 | 87.24 | 88.54 | 86.62 | 90.35 | 90.08 | 86.72 | 88.26 | 91.26 | 89.02 | 87.61 | 87.32 | 89.19 | 92.46 | 86.01 | 89.73 | 90.27 | 90.81 | 90.75 | 90.35 | 86.54 | 89.34 | 85.68 |
| 411 | 372 | 64 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 90.50 | 90.73 | 90.50 | 92.22 | 90.22 | 89.55 | 90.94 | 90.40 | 91.25 | 89.36 | 90.33 | 89.84 | 90.71 | 92.96 | 89.94 | 90.39 | 92.52 | 88.22 | 90.43 | 91.67 | 92.39 | 88.94 | 92.91 | 91.60 | 88.79 | 91.40 |
| 440 | 372 | 64 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 92.07 | 93.30 | 91.96 | 87.86 | 90.76 | 90.28 | 89.73 | 92.52 | 88.94 | 90.85 | 89.81 | 89.63 | 91.08 | 91.27 | 88.29 | 90.99 | 90.32 | 88.60 | 91.34 | 91.95 | 90.11 | 90.61 | 91.99 | 89.72 | 89.15 | 91.45 |
| 441 | 372 | 64 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 93.82 | 89.01 | 88.74 | 92.55 | 90.25 | 91.49 | 91.48 | 90.10 | 89.27 | 88.82 | 92.91 | 91.82 | 89.37 | 90.79 | 92.75 | 91.12 | 89.39 | 90.77 | 93.24 | 93.08 | 88.38 | 90.05 | 88.02 | 90.41 | 88.61 | 90.56 |
| 442 | 372 | 64 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 91.55 | 91.31 | 93.00 | 89.51 | 91.98 | 88.32 | 89.75 | 91.29 | 90.63 | 90.70 | 91.18 | 89.46 | 93.30 | 91.14 | 90.13 | 91.70 | 90.27 | 90.19 | 91.08 | 91.08 | 91.05 | 90.81 | 90.69 | 91.06 | 91.53 | 90.57 |
| 443 | 372 | 64 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 91.36 | 91.21 | 92.08 | 91.17 | 92.16 | 91.05 | 91.83 | 90.06 | 92.04 | 90.09 | 90.71 | 91.22 | 91.44 | 93.23 | 90.40 | 91.21 | 90.25 | 89.57 | 92.04 | 92.41 | 92.22 | 89.66 | 91.44 | 90.72 | 89.88 | 90.29 |
| 472 | 372 | 64 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 90.30 | 91.48 | 91.70 | 91.32 | 88.86 | 87.89 | 91.56 | 90.90 | 89.76 | 90.30 | 92.51 | 91.68 | 89.86 | 91.87 | 88.12 | 92.93 | 91.59 | 93.53 | 92.50 | 91.14 | 88.59 | 89.87 | 91.73 | 90.10 | 89.88 | 89.39 |
| 473 | 372 | 64 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 91.85 | 93.80 | 91.54 | 91.99 | 92.49 | 92.10 | 91.43 | 91.69 | 93.10 | 93.06 | 89.55 | 89.73 | 90.90 | 92.11 | 90.02 | 92.76 | 90.99 | 91.93 | 90.56 | 90.13 | 93.11 | 90.99 | 92.50 | 92.09 | 91.95 | 87.69 |
| 474 | 372 | 64 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 92.39 | 92.53 | 92.63 | 91.90 | 92.99 | 91.40 | 90.32 | 90.01 | 90.88 | 90.75 | 91.84 | 90.57 | 92.61 | 90.79 | 90.08 | 92.15 | 92.26 | 91.40 | 91.59 | 91.28 | 90.32 | 88.88 | 91.70 | 89.14 | 89.12 | 90.20 |
| 475 | 372 | 64 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 90.94 | 90.47 | 92.97 | 91.00 | 91.80 | 90.87 | 89.89 | 88.29 | 90.27 | 91.30 | 91.18 | 90.51 | 91.98 | 88.48 | 89.49 | 90.58 | 92.91 | 92.02 | 92.16 | 92.01 | 89.52 | 91.43 | 89.40 | 89.81 | 89.54 | 91.92 |
| 504 | 372 | 64 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 85.92 | 90.58 | 90.69 | 89.58 | 89.57 | 88.95 | 88.63 | 88.35 | 86.68 | 87.59 | 91.24 | 87.96 | 90.03 | 89.05 | 87.77 | 90.75 | 90.08 | 85.14 | 91.43 | 87.41 | 90.33 | 90.12 | 92.79 | 89.64 | 88.65 | 88.58 |
| 505 | 372 | 64 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 91.44 | 89.63 | 91.26 | 91.20 | 90.26 | 87.87 | 92.31 | 90.73 | 90.97 | 92.25 | 92.56 | 89.29 | 90.78 | 89.59 | 88.82 | 91.35 | 90.21 | 92.47 | 91.62 | 90.67 | 91.49 | 89.96 | 93.35 | 90.45 | 91.72 | 91.62 |
| 506 | 372 | 64 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 91.41 | 90.42 | 88.60 | 88.51 | 89.53 | 91.70 | 86.61 | 86.14 | 89.29 | 88.70 | 90.86 | 89.02 | 89.64 | 90.28 | 90.37 | 86.97 | 89.81 | 89.15 | 91.71 | 92.04 | 89.76 | 87.88 | 92.84 | 89.64 | 89.84 | 90.15 |
| 507 | 372 | 64 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 90.31 | 89.85 | 89.82 | 88.60 | 91.31 | 88.99 | 87.37 | 89.47 | 91.61 | 88.34 | 90.26 | 88.06 | 91.63 | 88.88 | 89.58 | 90.96 | 88.60 | 89.12 | 93.55 | 90.53 | 91.60 | 92.28 | 87.58 | 89.21 | 87.57 | 88.22 |
| 536 | 372 | 64 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 90.98 | 92.54 | 91.79 | 91.85 | 92.43 | 90.70 | 93.27 | 91.51 | 91.80 | 91.06 | 92.66 | 89.82 | 91.19 | 91.60 | 87.36 | 92.47 | 87.65 | 90.86 | 92.09 | 90.80 | 92.51 | 87.39 | 91.08 | 90.74 | 88.64 | 89.04 |
| 537 | 372 | 64 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.89 | 91.42 | 90.98 | 92.34 | 90.27 | 89.85 | 85.41 | 92.29 | 91.15 | 89.67 | 93.97 | 90.65 | 92.52 | 91.52 | 92.01 | 89.47 | 91.85 | 91.56 | 91.59 | 91.43 | 91.67 | 90.83 | 92.24 | 89.66 | 92.92 | 88.94 |
| 538 | 372 | 64 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 93.55 | 93.12 | 91.74 | 87.97 | 88.41 | 90.54 | 91.80 | 90.35 | 89.08 | 91.32 | 89.72 | 89.56 | 91.04 | 91.00 | 89.23 | 88.59 | 90.02 | 91.30 | 91.50 | 90.84 | 91.27 | 90.19 | 89.12 | 90.10 | 91.07 | 90.30 |
| 539 | 372 | 64 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 95.03 | 91.55 | 92.57 | 88.68 | 91.08 | 90.57 | 90.93 | 90.77 | 91.37 | 91.50 | 94.39 | 91.99 | 91.61 | 92.35 | 90.64 | 92.26 | 93.93 | 91.88 | 91.67 | 91.34 | 93.01 | 90.58 | 91.79 | 91.09 | 92.60 | 90.73 |
| 568 | 372 | 64 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 92.35 | 91.10 | 91.87 | 92.98 | 93.44 | 90.39 | 93.03 | 90.03 | 91.03 | 91.39 | 90.31 | 90.35 | 91.96 | 92.41 | 89.18 | 92.05 | 91.72 | 90.85 | 90.32 | 90.75 | 91.65 | 90.71 | 90.55 | 89.79 | 89.75 | 91.29 |
| 569 | 372 | 64 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 91.45 | 89.65 | 92.33 | 88.82 | 90.62 | 91.20 | 92.25 | 91.27 | 90.14 | 91.70 | 90.20 | 90.05 | 88.78 | 89.81 | 88.40 | 88.98 | 92.33 | 92.43 | 90.89 | 91.43 | 89.37 | 89.82 | 91.25 | 88.51 | 89.12 | 88.66 |
| 570 | 372 | 64 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 93.06 | 92.79 | 93.49 | 90.40 | 91.95 | 89.18 | 92.17 | 92.40 | 90.94 | 88.97 | 92.67 | 90.30 | 91.51 | 91.62 | 91.15 | 91.07 | 91.31 | 91.79 | 88.79 | 91.53 | 92.94 | 90.29 | 92.28 | 90.30 | 90.28 | 92.10 |
| 571 | 372 | 64 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 92.46 | 89.93 | 93.83 | 92.48 | 90.54 | 90.52 | 92.83 | 92.03 | 89.59 | 90.29 | 90.79 | 91.14 | 91.82 | 90.36 | 91.85 | 92.17 | 92.16 | 91.16 | 90.19 | 90.01 | 92.76 | 90.05 | 90.66 | 91.66 | 91.19 | 89.75 |
| 600 | 372 | 64 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.79 | 88.18 | 90.53 | 89.61 | 90.23 | 90.50 | 89.68 | 90.46 | 89.08 | 89.58 | 91.28 | 88.88 | 89.06 | 92.27 | 89.26 | 91.17 | 89.13 | 89.85 | 92.30 | 90.36 | 91.54 | 89.22 | 90.40 | 87.38 | 92.06 | 88.02 |
| 601 | 372 | 64 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 92.03 | 92.17 | 87.72 | 90.11 | 90.07 | 90.43 | 90.10 | 90.74 | 90.32 | 87.72 | 90.04 | 90.22 | 91.03 | 90.30 | 90.54 | 89.21 | 88.84 | 88.37 | 91.70 | 89.30 | 90.01 | 90.06 | 90.26 | 89.96 | 91.55 | 87.53 |
| 602 | 372 | 64 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 90.05 | 90.46 | 87.91 | 88.29 | 89.33 | 90.01 | 89.31 | 87.78 | 90.01 | 89.48 | 90.70 | 90.16 | 88.28 | 91.21 | 88.24 | 89.54 | 89.78 | 88.41 | 90.33 | 88.37 | 87.38 | 87.83 | 89.61 | 89.30 | 89.37 | 88.18 |
| 603 | 372 | 64 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.57 | 89.80 | 90.97 | 88.95 | 88.76 | 90.25 | 89.09 | 88.80 | 89.67 | 88.87 | 90.65 | 86.43 | 90.31 | 89.42 | 90.12 | 89.69 | 90.28 | 89.43 | 90.97 | 88.72 | 91.27 | 88.73 | 90.54 | 88.88 | 90.68 | 88.24 |
| 632 | 372 | 64 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.84 | 89.87 | 91.76 | 90.31 | 90.10 | 88.43 | 90.36 | 88.39 | 91.78 | 90.38 | 91.90 | 91.06 | 90.75 | 89.91 | 90.65 | 90.86 | 89.54 | 90.11 | 89.77 | 91.54 | 87.89 | 89.27 | 90.26 | 89.34 | 87.25 | 90.81 |
| 633 | 372 | 64 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.57 | 90.14 | 92.00 | 91.44 | 93.55 | 91.08 | 90.86 | 89.34 | 90.09 | 90.05 | 90.29 | 90.84 | 90.28 | 89.64 | 89.80 | 90.58 | 91.19 | 90.96 | 91.33 | 90.65 | 90.85 | 89.81 | 91.80 | 89.30 | 90.68 | 91.25 |
| 634 | 372 | 64 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.58 | 90.59 | 91.36 | 89.98 | 91.06 | 84.18 | 91.58 | 89.70 | 88.72 | 88.61 | 91.44 | 90.50 | 88.49 | 92.03 | 89.36 | 90.76 | 91.10 | 89.21 | 93.48 | 91.60 | 91.85 | 87.94 | 93.21 | 90.76 | 89.79 | 89.95 |
| 635 | 372 | 64 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 91.94 | 90.98 | 92.29 | 90.48 | 89.16 | 93.31 | 89.18 | 90.99 | 90.66 | 90.36 | 94.02 | 90.30 | 88.68 | 90.83 | 89.56 | 90.00 | 91.67 | 89.80 | 93.76 | 89.62 | 90.70 | 89.70 | 92.72 | 91.01 | 91.03 | 90.78 |
| 664 | 372 | 64 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.84 | 91.31 | 91.08 | 88.30 | 90.40 | 90.72 | 92.02 | 91.40 | 89.43 | 91.62 | 93.47 | 90.81 | 91.39 | 89.61 | 91.32 | 91.28 | 90.54 | 89.06 | 92.26 | 89.96 | 90.39 | 90.93 | 92.81 | 88.73 | 91.24 | 90.39 |
| 665 | 372 | 64 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.51 | 89.89 | 90.87 | 90.92 | 91.56 | 90.76 | 89.90 | 90.11 | 91.56 | 90.07 | 89.07 | 90.71 | 90.95 | 90.35 | 90.27 | 89.35 | 91.01 | 91.34 | 91.36 | 91.70 | 91.45 | 89.76 | 90.74 | 91.25 | 91.40 | 89.50 |
| 666 | 372 | 64 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.41 | 92.29 | 92.40 | 90.62 | 90.03 | 92.03 | 91.96 | 88.84 | 89.87 | 90.85 | 90.92 | 90.03 | 90.43 | 90.29 | 91.67 | 91.55 | 91.55 | 89.47 | 90.58 | 91.81 | 90.24 | 90.99 | 91.71 | 88.83 | 89.74 | 90.19 |
| 667 | 372 | 64 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 92.05 | 91.04 | 90.79 | 91.79 | 90.23 | 89.92 | 90.43 | 91.14 | 90.91 | 89.38 | 91.91 | 91.54 | 92.60 | 90.58 | 89.55 | 88.67 | 90.57 | 91.59 | 90.85 | 91.52 | 89.25 | 89.68 | 91.19 | 90.51 | 90.15 | 93.27 |
| 696 | 372 | 64 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 90.16 | 89.15 | 90.46 | 87.90 | 90.05 | 88.58 | 90.46 | 89.42 | 90.85 | 88.83 | 90.83 | 89.74 | 90.39 | 91.79 | 89.92 | 90.05 | 91.01 | 88.52 | 91.42 | 91.49 | 91.05 | 89.44 | 90.27 | 88.35 | 92.26 | 90.37 |
| 697 | 372 | 64 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 90.08 | 87.46 | 89.40 | 90.30 | 90.91 | 89.57 | 88.66 | 89.12 | 89.40 | 88.46 | 89.29 | 88.43 | 90.44 | 91.99 | 89.06 | 90.65 | 89.73 | 90.60 | 93.01 | 88.96 | 91.19 | 88.80 | 92.68 | 91.35 | 89.55 | 88.89 |
| 698 | 372 | 64 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.85 | 91.77 | 90.48 | 88.60 | 88.66 | 91.26 | 89.84 | 89.90 | 89.14 | 89.87 | 91.48 | 89.63 | 91.00 | 91.61 | 90.21 | 91.34 | 91.07 | 90.56 | 88.99 | 91.26 | 89.05 | 89.45 | 91.37 | 90.03 | 87.32 | 89.62 |
| 699 | 372 | 64 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 90.28 | 90.79 | 89.06 | 88.43 | 90.13 | 89.12 | 89.12 | 90.53 | 89.89 | 89.21 | 92.78 | 90.96 | 89.12 | 90.11 | 88.71 | 90.11 | 89.80 | 88.83 | 92.52 | 89.97 | 87.28 | 89.69 | 90.81 | 89.78 | 91.11 | 90.32 |
| 728 | 372 | 64 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.85 | 91.11 | 91.12 | 89.56 | 91.05 | 90.31 | 89.12 | 90.13 | 90.92 | 92.02 | 90.55 | 93.08 | 89.84 | 92.49 | 91.82 | 90.18 | 89.95 | 90.39 | 92.24 | 88.09 | 89.14 | 90.14 | 89.18 | 89.13 | 91.80 | 90.74 |
| 729 | 372 | 64 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.97 | 91.04 | 91.50 | 91.12 | 91.79 | 92.00 | 92.33 | 90.55 | 90.40 | 87.59 | 91.74 | 92.39 | 92.22 | 91.23 | 89.84 | 91.71 | 92.06 | 91.21 | 91.67 | 91.34 | 91.52 | 90.46 | 92.05 | 90.86 | 91.13 | 87.72 |
| 730 | 372 | 64 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 90.82 | 91.57 | 93.03 | 91.03 | 90.73 | 90.82 | 91.65 | 90.97 | 92.04 | 90.03 | 92.33 | 92.62 | 90.25 | 91.50 | 90.61 | 91.17 | 89.94 | 90.92 | 91.51 | 90.52 | 92.24 | 89.41 | 91.28 | 91.61 | 91.07 | 88.94 |
| 731 | 372 | 64 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 90.25 | 91.21 | 92.31 | 91.48 | 92.06 | 90.10 | 87.30 | 89.34 | 89.31 | 90.21 | 91.33 | 90.02 | 87.65 | 89.82 | 89.64 | 89.48 | 90.55 | 91.30 | 92.27 | 89.87 | 90.31 | 89.84 | 91.74 | 90.70 | 90.99 | 89.65 |
| 760 | 372 | 64 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 91.25 | 90.04 | 89.84 | 91.04 | 90.87 | 90.41 | 91.79 | 91.86 | 91.31 | 91.82 | 90.76 | 91.40 | 91.96 | 91.42 | 90.31 | 91.24 | 90.38 | 89.63 | 91.16 | 91.65 | 89.95 | 90.06 | 93.13 | 91.24 | 89.80 | 92.60 |
| 761 | 372 | 64 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 90.01 | 91.50 | 90.34 | 92.95 | 92.22 | 91.20 | 91.39 | 91.07 | 91.78 | 90.28 | 93.90 | 88.17 | 90.83 | 91.00 | 91.35 | 90.60 | 91.09 | 89.39 | 92.75 | 91.59 | 91.36 | 90.71 | 93.59 | 92.72 | 91.80 | 90.24 |
| 762 | 372 | 64 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 90.78 | 92.14 | 91.35 | 92.04 | 91.94 | 91.20 | 90.91 | 89.82 | 91.83 | 89.45 | 91.89 | 92.99 | 89.00 | 92.05 | 90.11 | 90.83 | 89.92 | 90.32 | 90.88 | 90.78 | 88.73 | 90.11 | 91.88 | 92.44 | 89.35 | 91.47 |
| 763 | 372 | 64 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 91.77 | 90.81 | 90.61 | 90.52 | 90.25 | 91.48 | 90.36 | 90.42 | 91.84 | 90.55 | 92.36 | 90.03 | 90.51 | 91.04 | 90.21 | 92.04 | 92.21 | 90.80 | 92.21 | 91.31 | 90.99 | 91.87 | 92.48 | 90.03 | 90.60 | 89.46 |
| 792 | 372 | 64 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.86 | 88.57 | 89.93 | 87.56 | 89.27 | 88.51 | 89.19 | 89.89 | 87.03 | 88.88 | 88.18 | 91.31 | 88.81 | 89.60 | 88.98 | 89.67 | 89.83 | 88.82 | 89.11 | 88.64 | 89.04 | 87.58 | 90.91 | 90.67 | 91.25 | 90.17 |
| 793 | 372 | 64 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.70 | 89.26 | 90.08 | 89.68 | 90.04 | 88.40 | 89.06 | 86.86 | 89.59 | 89.31 | 90.90 | 90.35 | 89.19 | 88.04 | 87.66 | 87.42 | 88.94 | 89.52 | 90.65 | 90.24 | 89.68 | 89.16 | 91.80 | 87.11 | 88.06 | 86.94 |
| 794 | 372 | 64 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 90.81 | 90.82 | 90.76 | 88.44 | 88.63 | 89.34 | 88.48 | 88.14 | 89.58 | 87.92 | 91.13 | 87.40 | 90.49 | 89.56 | 88.36 | 89.62 | 90.04 | 90.70 | 89.45 | 88.82 | 90.71 | 88.04 | 89.13 | 88.67 | 89.52 | 87.03 |
| 795 | 372 | 64 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 91.09 | 88.02 | 89.24 | 87.85 | 85.81 | 87.83 | 89.63 | 89.67 | 89.02 | 90.80 | 91.78 | 88.23 | 89.04 | 87.57 | 88.21 | 89.63 | 89.74 | 90.81 | 90.36 | 89.70 | 89.59 | 88.32 | 89.80 | 89.45 | 89.01 | 89.50 |
| 824 | 372 | 64 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 91.28 | 89.85 | 90.80 | 88.90 | 89.42 | 89.73 | 91.45 | 89.11 | 89.43 | 90.80 | 89.56 | 88.45 | 90.61 | 91.74 | 88.95 | 90.18 | 91.04 | 92.82 | 92.27 | 89.46 | 92.59 | 87.34 | 93.64 | 90.07 | 90.65 | 88.86 |
| 825 | 372 | 64 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 90.43 | 90.84 | 89.49 | 88.54 | 90.65 | 91.07 | 89.99 | 92.21 | 90.52 | 90.84 | 88.95 | 89.90 | 90.54 | 91.56 | 90.76 | 90.43 | 91.31 | 91.09 | 94.20 | 89.24 | 90.65 | 90.09 | 92.18 | 89.53 | 92.26 | 92.20 |
| 826 | 372 | 64 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 91.31 | 92.55 | 91.57 | 87.59 | 91.51 | 91.97 | 91.41 | 89.33 | 91.28 | 88.89 | 92.46 | 90.21 | 89.98 | 90.65 | 90.30 | 91.42 | 93.02 | 92.31 | 91.27 | 90.85 | 90.00 | 90.03 | 93.29 | 87.82 | 92.31 | 89.28 |
| 827 | 372 | 64 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 91.51 | 87.93 | 88.51 | 91.47 | 91.12 | 89.39 | 91.42 | 90.58 | 91.36 | 90.13 | 91.83 | 90.58 | 90.42 | 91.96 | 90.57 | 91.49 | 89.49 | 90.82 | 91.86 | 91.99 | 91.79 | 90.52 | 92.53 | 90.41 | 90.32 | 90.75 |
| 856 | 372 | 64 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 91.11 | 90.17 | 93.31 | 91.09 | 91.59 | 88.67 | 90.46 | 89.71 | 90.20 | 89.34 | 91.93 | 89.69 | 90.06 | 91.43 | 90.87 | 90.17 | 88.72 | 90.64 | 91.06 | 91.37 | 89.39 | 91.00 | 93.07 | 89.79 | 90.42 | 90.65 |
| 857 | 372 | 64 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 92.24 | 92.15 | 91.36 | 90.49 | 91.38 | 90.50 | 89.45 | 90.26 | 90.58 | 89.73 | 91.75 | 91.37 | 90.21 | 91.28 | 89.93 | 90.63 | 91.77 | 91.20 | 91.22 | 91.53 | 91.24 | 87.30 | 91.04 | 91.01 | 91.40 | 92.77 |
| 858 | 372 | 64 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 91.99 | 90.73 | 90.07 | 90.19 | 92.09 | 90.33 | 90.68 | 90.81 | 91.54 | 88.57 | 92.28 | 91.23 | 89.84 | 90.91 | 89.00 | 90.38 | 90.52 | 90.58 | 91.06 | 91.77 | 91.81 | 90.22 | 91.32 | 91.73 | 87.85 | 90.09 |
| 859 | 372 | 64 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 91.50 | 91.41 | 90.29 | 92.04 | 92.25 | 92.71 | 92.26 | 90.35 | 89.03 | 92.42 | 91.96 | 90.75 | 90.55 | 92.03 | 90.31 | 91.50 | 93.06 | 89.96 | 91.42 | 88.42 | 89.59 | 90.15 | 92.77 | 89.43 | 90.46 | 90.82 |
| 888 | 372 | 64 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.63 | 90.09 | 90.55 | 88.50 | 90.04 | 88.82 | 89.32 | 87.81 | 88.34 | 89.19 | 89.87 | 89.53 | 90.96 | 89.68 | 90.03 | 90.32 | 90.88 | 90.53 | 92.03 | 88.52 | 90.69 | 87.24 | 90.47 | 89.31 | 90.42 | 89.56 |
| 889 | 372 | 64 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.69 | 89.10 | 89.77 | 90.08 | 87.81 | 90.79 | 89.00 | 89.65 | 89.23 | 91.03 | 90.49 | 88.87 | 89.45 | 90.04 | 90.26 | 90.22 | 91.99 | 87.85 | 89.74 | 89.44 | 89.64 | 88.97 | 90.60 | 89.77 | 90.87 | 88.67 |
| 890 | 372 | 64 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.92 | 90.96 | 89.88 | 89.88 | 88.36 | 88.52 | 88.56 | 87.81 | 87.92 | 91.00 | 91.21 | 87.75 | 87.17 | 90.39 | 89.30 | 91.07 | 89.00 | 89.40 | 89.63 | 90.53 | 90.02 | 87.96 | 92.55 | 87.70 | 89.72 | 87.63 |
| 891 | 372 | 64 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.76 | 89.69 | 87.81 | 89.43 | 90.02 | 87.83 | 89.72 | 90.24 | 88.90 | 88.81 | 88.90 | 88.26 | 87.03 | 89.74 | 88.69 | 90.55 | 91.60 | 91.06 | 91.09 | 89.82 | 88.97 | 88.52 | 89.87 | 89.24 | 90.47 | 87.07 |
| 920 | 372 | 64 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.24 | 90.49 | 89.02 | 88.27 | 90.46 | 91.25 | 88.52 | 89.74 | 90.47 | 90.72 | 91.89 | 89.42 | 89.03 | 91.08 | 90.45 | 90.17 | 91.60 | 92.27 | 91.81 | 91.94 | 91.41 | 88.27 | 93.45 | 88.66 | 90.92 | 89.62 |
| 921 | 372 | 64 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.94 | 90.69 | 90.92 | 91.06 | 90.79 | 91.75 | 90.51 | 92.58 | 89.58 | 87.43 | 92.36 | 90.27 | 90.04 | 90.55 | 90.24 | 91.29 | 91.19 | 89.94 | 90.64 | 90.92 | 90.35 | 90.87 | 94.18 | 90.40 | 89.27 | 88.86 |
| 922 | 372 | 64 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.82 | 88.37 | 91.74 | 91.05 | 90.83 | 91.28 | 90.07 | 88.13 | 90.01 | 90.75 | 91.63 | 89.58 | 90.43 | 90.81 | 89.35 | 88.23 | 89.35 | 89.91 | 92.37 | 91.55 | 90.09 | 90.48 | 90.31 | 91.80 | 89.77 | 89.75 |
| 923 | 372 | 64 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.81 | 89.48 | 91.75 | 90.37 | 91.14 | 90.04 | 88.82 | 88.86 | 89.65 | 90.41 | 90.98 | 85.55 | 90.80 | 90.57 | 90.55 | 90.37 | 89.83 | 90.33 | 92.31 | 90.73 | 89.19 | 89.87 | 92.51 | 90.87 | 90.33 | 91.64 |
| 952 | 372 | 64 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 93.02 | 91.84 | 91.06 | 91.03 | 90.81 | 90.10 | 89.87 | 90.64 | 90.06 | 90.89 | 92.52 | 91.91 | 90.30 | 91.76 | 89.83 | 91.98 | 89.69 | 90.09 | 90.88 | 90.71 | 90.31 | 91.37 | 92.31 | 90.27 | 91.35 | 89.78 |
| 953 | 372 | 64 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.42 | 92.29 | 91.05 | 91.17 | 91.14 | 92.02 | 89.90 | 89.19 | 91.29 | 92.20 | 91.42 | 90.31 | 88.78 | 88.85 | 88.20 | 90.22 | 91.38 | 90.68 | 90.09 | 92.53 | 90.11 | 89.29 | 92.83 | 88.71 | 93.02 | 90.81 |
| 954 | 372 | 64 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.03 | 91.64 | 93.48 | 91.29 | 92.35 | 90.79 | 90.55 | 90.70 | 91.36 | 90.03 | 91.80 | 89.42 | 90.82 | 91.29 | 90.05 | 93.05 | 89.65 | 90.62 | 91.23 | 90.57 | 89.83 | 91.09 | 91.77 | 90.42 | 91.44 | 91.68 |
| 955 | 372 | 64 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.09 | 91.78 | 92.13 | 90.43 | 91.35 | 90.93 | 89.89 | 90.52 | 89.45 | 89.87 | 90.51 | 90.46 | 90.95 | 89.38 | 90.95 | 89.23 | 90.52 | 90.05 | 92.80 | 91.44 | 89.80 | 90.45 | 92.40 | 91.13 | 90.91 | 89.37 |
| 984 | 372 | 64 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 89.31 | 90.23 | 89.78 | 91.56 | 90.17 | 92.53 | 89.00 | 88.22 | 90.58 | 89.35 | 92.03 | 88.79 | 89.12 | 89.40 | 88.57 | 91.24 | 90.93 | 90.51 | 91.50 | 89.43 | 89.00 | 88.83 | 91.70 | 91.13 | 88.96 | 88.18 |
| 985 | 372 | 64 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.84 | 90.85 | 91.07 | 89.56 | 90.66 | 89.73 | 89.65 | 89.58 | 89.76 | 89.31 | 91.55 | 87.44 | 90.27 | 91.85 | 88.99 | 89.77 | 90.08 | 91.29 | 89.14 | 89.24 | 92.09 | 88.82 | 90.76 | 90.30 | 91.54 | 89.88 |
| 986 | 372 | 64 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 90.82 | 89.33 | 91.83 | 92.50 | 90.34 | 90.59 | 89.28 | 89.65 | 91.37 | 89.11 | 90.64 | 89.08 | 91.00 | 90.77 | 90.08 | 89.30 | 88.72 | 89.75 | 91.54 | 89.64 | 90.71 | 90.76 | 92.58 | 92.22 | 91.48 | 91.12 |
| 987 | 372 | 64 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.88 | 89.06 | 89.10 | 89.56 | 88.47 | 89.32 | 89.37 | 86.40 | 90.78 | 89.70 | 90.81 | 88.43 | 88.75 | 89.59 | 88.96 | 88.63 | 89.80 | 91.26 | 90.89 | 89.06 | 88.16 | 90.72 | 90.37 | 90.09 | 90.58 | 87.86 |
| 1016 | 372 | 64 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 91.70 | 89.09 | 91.18 | 89.69 | 91.51 | 91.54 | 90.48 | 91.14 | 90.21 | 89.44 | 91.55 | 91.30 | 89.21 | 90.39 | 90.09 | 90.31 | 90.44 | 91.70 | 90.78 | 90.56 | 92.79 | 89.31 | 91.89 | 91.58 | 90.33 | 92.56 |
| 1017 | 372 | 64 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.38 | 89.37 | 90.18 | 90.83 | 89.44 | 90.46 | 90.81 | 89.98 | 90.21 | 91.30 | 90.52 | 89.17 | 91.23 | 90.16 | 89.45 | 90.84 | 90.83 | 89.08 | 88.84 | 86.05 | 89.95 | 89.37 | 92.16 | 89.17 | 91.20 | 91.81 |
| 1018 | 372 | 64 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 91.41 | 89.90 | 92.08 | 89.53 | 89.36 | 89.56 | 89.88 | 90.58 | 90.13 | 89.40 | 90.76 | 90.01 | 90.85 | 89.38 | 90.51 | 89.64 | 91.62 | 91.33 | 92.53 | 89.10 | 91.32 | 90.29 | 90.55 | 90.33 | 90.06 | 90.99 |
| 1019 | 372 | 64 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.05 | 89.77 | 91.16 | 90.06 | 90.00 | 87.71 | 89.02 | 90.00 | 91.19 | 91.87 | 89.62 | 91.58 | 91.35 | 88.33 | 91.00 | 90.77 | 90.59 | 91.28 | 91.62 | 91.55 | 90.71 | 89.82 | 92.29 | 91.89 | 92.80 | 91.55 |
| 1048 | 372 | 64 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 89.54 | 90.12 | 91.00 | 90.74 | 91.41 | 91.49 | 90.83 | 90.04 | 89.68 | 90.68 | 91.97 | 90.21 | 91.40 | 92.60 | 91.07 | 92.04 | 91.97 | 90.68 | 92.76 | 90.50 | 87.37 | 91.24 | 93.79 | 90.66 | 91.23 | 90.22 |
| 1049 | 372 | 64 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 92.97 | 91.00 | 90.40 | 89.80 | 90.10 | 89.54 | 89.90 | 89.42 | 89.83 | 88.92 | 90.39 | 90.58 | 89.76 | 91.31 | 90.89 | 90.83 | 90.02 | 90.27 | 92.19 | 91.59 | 91.33 | 89.84 | 91.88 | 89.75 | 91.64 | 90.28 |
| 1050 | 372 | 64 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.29 | 90.01 | 90.76 | 89.43 | 92.19 | 91.30 | 91.54 | 90.97 | 92.04 | 90.14 | 91.57 | 91.54 | 89.89 | 93.02 | 88.91 | 90.62 | 91.31 | 90.05 | 92.52 | 90.10 | 90.64 | 89.99 | 92.68 | 87.34 | 93.61 | 91.37 |
| 1051 | 372 | 64 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 92.30 | 90.80 | 93.22 | 91.15 | 90.34 | 93.23 | 90.78 | 90.80 | 89.49 | 92.33 | 91.07 | 87.89 | 89.96 | 91.35 | 91.31 | 90.69 | 90.52 | 89.66 | 91.65 | 91.01 | 92.30 | 89.55 | 92.73 | 90.39 | 91.04 | 90.27 |
| 1080 | 372 | 64 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 90.10 | 90.51 | 87.65 | 89.36 | 87.70 | 89.76 | 88.83 | 87.48 | 88.92 | 88.30 | 90.69 | 86.42 | 88.39 | 89.31 | 89.65 | 89.05 | 88.83 | 86.75 | 89.95 | 86.47 | 89.20 | 89.20 | 88.01 | 90.83 | 89.29 | 89.61 |
| 1081 | 372 | 64 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 90.30 | 90.57 | 91.03 | 90.13 | 90.62 | 86.93 | 89.48 | 88.77 | 90.39 | 89.02 | 89.10 | 87.80 | 88.91 | 89.20 | 88.85 | 89.63 | 90.54 | 89.20 | 92.04 | 91.07 | 89.59 | 89.89 | 92.83 | 90.03 | 90.82 | 88.78 |
| 1082 | 372 | 64 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 88.76 | 89.91 | 92.41 | 91.15 | 89.65 | 88.56 | 89.98 | 89.84 | 91.68 | 91.41 | 89.07 | 90.17 | 90.89 | 90.97 | 85.99 | 90.64 | 88.46 | 89.17 | 89.36 | 90.03 | 87.84 | 87.92 | 91.78 | 87.27 | 89.49 | 86.20 |
| 1083 | 372 | 64 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 89.73 | 89.62 | 88.50 | 89.33 | 91.53 | 91.01 | 91.79 | 91.06 | 89.82 | 89.22 | 89.38 | 88.46 | 90.28 | 88.37 | 88.91 | 89.27 | 90.00 | 89.43 | 90.04 | 89.15 | 91.05 | 89.50 | 93.39 | 90.76 | 91.01 | 88.26 |
| 1112 | 372 | 64 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 91.51 | 92.47 | 92.16 | 90.59 | 91.54 | 90.74 | 90.58 | 89.48 | 91.06 | 89.33 | 89.35 | 90.91 | 89.59 | 91.29 | 90.88 | 90.80 | 93.52 | 90.88 | 92.91 | 89.87 | 90.78 | 90.96 | 92.79 | 91.08 | 88.26 | 90.04 |
| 1113 | 372 | 64 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 91.18 | 90.88 | 92.38 | 91.31 | 91.80 | 91.01 | 90.93 | 90.28 | 91.28 | 89.88 | 89.81 | 89.31 | 91.70 | 90.50 | 90.25 | 91.78 | 92.33 | 90.73 | 90.92 | 90.76 | 89.82 | 90.20 | 90.70 | 90.11 | 91.38 | 90.55 |
| 1114 | 372 | 64 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 90.77 | 91.23 | 90.07 | 89.24 | 90.83 | 91.44 | 90.04 | 87.61 | 89.65 | 90.87 | 92.04 | 86.44 | 89.73 | 92.10 | 90.28 | 89.66 | 90.13 | 89.37 | 92.54 | 90.82 | 91.00 | 89.81 | 91.54 | 91.91 | 88.58 | 90.40 |
| 1115 | 372 | 64 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 91.37 | 90.78 | 92.39 | 89.06 | 89.99 | 90.18 | 89.90 | 89.91 | 89.27 | 91.28 | 91.27 | 89.05 | 91.29 | 90.39 | 87.92 | 89.13 | 91.61 | 90.83 | 91.27 | 90.16 | 91.47 | 89.32 | 92.18 | 91.21 | 90.85 | 90.25 |
| 1144 | 372 | 64 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 90.77 | 91.60 | 91.42 | 91.07 | 90.05 | 90.35 | 90.86 | 90.83 | 90.61 | 88.83 | 91.77 | 90.78 | 90.71 | 90.60 | 90.02 | 91.51 | 91.83 | 89.64 | 91.32 | 90.70 | 89.72 | 88.81 | 91.27 | 91.49 | 93.46 | 89.91 |
| 1145 | 372 | 64 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 91.98 | 91.73 | 93.64 | 90.94 | 89.63 | 92.47 | 89.50 | 90.62 | 88.80 | 92.04 | 92.51 | 90.42 | 91.66 | 91.27 | 91.57 | 92.07 | 91.35 | 91.06 | 89.64 | 91.10 | 91.09 | 90.57 | 90.78 | 90.81 | 93.47 | 89.19 |
| 1146 | 372 | 64 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 90.49 | 90.42 | 93.03 | 90.78 | 91.60 | 91.79 | 87.97 | 89.44 | 88.42 | 89.91 | 91.13 | 90.80 | 89.25 | 89.82 | 88.93 | 91.42 | 91.15 | 89.54 | 92.76 | 90.96 | 91.89 | 90.01 | 93.76 | 89.29 | 90.00 | 90.29 |
| 1147 | 372 | 64 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 93.07 | 91.39 | 89.37 | 90.71 | 91.73 | 90.57 | 89.84 | 91.29 | 91.10 | 89.69 | 92.60 | 90.62 | 90.09 | 90.41 | 89.03 | 90.61 | 92.43 | 90.87 | 90.77 | 91.87 | 89.24 | 91.05 | 91.81 | 92.56 | 90.76 | 89.43 |
The global mean maximum row:
| mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | average_map | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 955 | 88.23 | 89.82 | 88.54 | 89.58 | 88.32 | 89.10 | 88.30 | 88.26 | 89.01 | 88.77 | 89.53 | 88.31 | 89.84 | 89.37 | 88.56 | 89.21 | 88.90 | 89.26 | 90.46 | 89.44 | 86.91 | 87.02 | 90.05 | 87.11 | 88.06 | 87.30 | 88.740769 |
| 987 | 90.29 | 88.74 | 88.88 | 88.51 | 88.48 | 88.94 | 88.24 | 87.56 | 88.86 | 88.11 | 90.01 | 90.22 | 87.73 | 88.80 | 88.46 | 89.14 | 87.70 | 89.67 | 88.67 | 91.23 | 86.31 | 90.05 | 88.71 | 87.60 | 89.08 | 85.53 | 88.673846 |
| 761 | 89.22 | 89.10 | 88.39 | 88.91 | 88.99 | 88.68 | 87.14 | 89.45 | 88.46 | 88.10 | 88.22 | 89.61 | 88.11 | 88.64 | 88.83 | 89.12 | 88.87 | 89.98 | 88.88 | 89.26 | 86.93 | 87.22 | 88.71 | 89.00 | 88.12 | 88.23 | 88.621923 |
| 986 | 88.05 | 88.17 | 88.69 | 89.04 | 89.10 | 90.25 | 89.48 | 88.52 | 88.21 | 86.75 | 89.85 | 88.45 | 88.68 | 88.21 | 88.53 | 88.50 | 87.93 | 88.00 | 89.51 | 89.94 | 88.84 | 86.63 | 88.43 | 89.54 | 88.00 | 88.33 | 88.601154 |
| 730 | 87.81 | 89.75 | 89.43 | 87.47 | 88.19 | 89.96 | 89.37 | 89.05 | 87.38 | 89.29 | 89.95 | 89.16 | 88.50 | 87.40 | 87.25 | 89.22 | 86.51 | 88.00 | 89.02 | 90.21 | 87.92 | 86.89 | 88.82 | 88.98 | 88.60 | 88.54 | 88.564231 |
| 729 | 87.72 | 88.23 | 88.43 | 88.92 | 88.79 | 89.93 | 88.47 | 89.80 | 88.72 | 88.07 | 89.29 | 88.40 | 88.72 | 89.08 | 89.14 | 88.89 | 87.79 | 87.57 | 89.07 | 90.41 | 88.63 | 87.47 | 87.98 | 87.35 | 88.58 | 87.03 | 88.556923 |
| 602 | 88.19 | 89.46 | 87.85 | 87.96 | 87.90 | 89.77 | 87.76 | 87.86 | 87.56 | 87.84 | 90.70 | 89.29 | 90.22 | 90.14 | 87.54 | 90.12 | 89.19 | 89.75 | 88.97 | 90.44 | 86.34 | 88.15 | 87.32 | 86.59 | 87.89 | 86.68 | 88.518462 |
| 889 | 86.95 | 88.75 | 86.61 | 90.37 | 86.14 | 90.23 | 88.25 | 88.99 | 87.84 | 87.86 | 89.59 | 89.34 | 87.93 | 88.32 | 88.55 | 88.62 | 89.80 | 88.65 | 88.92 | 89.06 | 87.10 | 86.08 | 89.94 | 89.64 | 89.54 | 88.30 | 88.514231 |
| 921 | 87.22 | 87.60 | 87.24 | 88.19 | 87.85 | 89.69 | 88.76 | 89.94 | 90.18 | 86.62 | 89.63 | 90.37 | 88.96 | 87.96 | 88.93 | 88.11 | 87.89 | 88.57 | 89.94 | 88.91 | 87.23 | 87.26 | 89.02 | 87.60 | 87.97 | 88.89 | 88.481923 |
| 922 | 89.67 | 89.00 | 88.46 | 88.40 | 88.51 | 88.94 | 88.91 | 89.29 | 88.69 | 87.79 | 88.74 | 89.24 | 88.64 | 87.82 | 89.90 | 88.36 | 87.51 | 88.53 | 89.42 | 89.27 | 88.13 | 88.79 | 86.62 | 88.46 | 86.39 | 86.98 | 88.479231 |
Model performance on validation data (Mann-Whitney U Test)
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues_mw = []
pvalues_real_mw = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
pvalues_real_mw.append(p_value_mw)
pvalues_mw.append((p_value_mw >= 0.05)*1)
dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw
dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')
max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 888 | 372 | 64 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.64 | 88.38 | 88.22 | 88.88 | 87.99 | 89.76 | 88.58 | 87.83 | 88.46 | 88.14 | 88.14 | 89.45 | 89.23 | 87.91 | 89.70 | 88.63 | 88.23 | 88.59 | 89.83 | 89.15 | 87.57 | 85.78 | 88.40 | 87.04 | 88.69 | 88.58 |
| 889 | 372 | 64 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.95 | 88.75 | 86.61 | 90.37 | 86.14 | 90.23 | 88.25 | 88.99 | 87.84 | 87.86 | 89.59 | 89.34 | 87.93 | 88.32 | 88.55 | 88.62 | 89.80 | 88.65 | 88.92 | 89.06 | 87.10 | 86.08 | 89.94 | 89.64 | 89.54 | 88.30 |
| 890 | 372 | 64 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.16 | 87.60 | 89.03 | 87.98 | 87.76 | 89.70 | 87.25 | 88.62 | 88.19 | 88.23 | 89.70 | 89.33 | 87.22 | 88.64 | 88.74 | 88.25 | 88.82 | 88.18 | 89.76 | 89.69 | 85.68 | 87.10 | 90.45 | 88.25 | 87.80 | 87.05 |
| 891 | 372 | 64 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.59 | 88.57 | 86.27 | 89.14 | 88.19 | 89.18 | 88.43 | 87.74 | 87.87 | 87.63 | 88.90 | 90.55 | 88.20 | 89.02 | 88.41 | 88.91 | 88.86 | 88.99 | 88.91 | 88.69 | 87.48 | 87.28 | 89.35 | 87.29 | 89.47 | 87.45 |
| 986 | 372 | 64 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.05 | 88.17 | 88.69 | 89.04 | 89.10 | 90.25 | 89.48 | 88.52 | 88.21 | 86.75 | 89.85 | 88.45 | 88.68 | 88.21 | 88.53 | 88.50 | 87.93 | 88.00 | 89.51 | 89.94 | 88.84 | 86.63 | 88.43 | 89.54 | 88.00 | 88.33 |
| 987 | 372 | 64 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 90.29 | 88.74 | 88.88 | 88.51 | 88.48 | 88.94 | 88.24 | 87.56 | 88.86 | 88.11 | 90.01 | 90.22 | 87.73 | 88.80 | 88.46 | 89.14 | 87.70 | 89.67 | 88.67 | 91.23 | 86.31 | 90.05 | 88.71 | 87.60 | 89.08 | 85.53 |
| 1081 | 372 | 64 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.89 | 88.86 | 87.76 | 87.72 | 87.22 | 88.02 | 88.54 | 88.35 | 87.91 | 88.49 | 89.37 | 89.23 | 86.57 | 87.53 | 88.58 | 89.01 | 89.18 | 88.24 | 89.24 | 89.36 | 89.08 | 88.32 | 88.79 | 88.51 | 89.69 | 86.88 |
| 600 | 372 | 64 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.73 | 88.11 | 87.78 | 89.93 | 87.98 | 89.72 | 88.35 | 87.61 | 88.41 | 87.52 | 89.74 | 88.43 | 88.45 | 87.39 | 88.55 | 89.01 | 88.50 | 89.52 | 89.17 | 89.20 | 89.10 | 86.74 | 87.37 | 85.64 | 88.67 | 86.77 |
| 601 | 372 | 64 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.37 | 88.10 | 87.00 | 88.14 | 88.99 | 88.27 | 87.96 | 89.00 | 89.44 | 87.62 | 89.10 | 89.70 | 88.73 | 88.21 | 88.45 | 89.19 | 87.21 | 88.94 | 89.32 | 88.68 | 88.15 | 88.14 | 88.62 | 87.57 | 89.27 | 88.05 |
| 602 | 372 | 64 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.19 | 89.46 | 87.85 | 87.96 | 87.90 | 89.77 | 87.76 | 87.86 | 87.56 | 87.84 | 90.70 | 89.29 | 90.22 | 90.14 | 87.54 | 90.12 | 89.19 | 89.75 | 88.97 | 90.44 | 86.34 | 88.15 | 87.32 | 86.59 | 87.89 | 86.68 |
| 697 | 372 | 64 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.93 | 87.50 | 87.95 | 87.92 | 88.15 | 88.94 | 88.42 | 89.18 | 88.97 | 87.11 | 89.54 | 89.30 | 89.57 | 88.52 | 87.46 | 89.43 | 88.53 | 88.54 | 89.19 | 90.36 | 87.11 | 86.33 | 89.23 | 88.93 | 86.24 | 87.52 |
| 699 | 372 | 64 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.17 | 89.84 | 87.35 | 87.38 | 87.39 | 89.41 | 88.61 | 89.03 | 87.79 | 89.27 | 89.50 | 88.68 | 88.50 | 86.87 | 89.44 | 88.74 | 88.72 | 88.56 | 89.72 | 90.33 | 85.24 | 88.14 | 88.34 | 86.32 | 88.49 | 88.26 |
| 921 | 372 | 64 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.22 | 87.60 | 87.24 | 88.19 | 87.85 | 89.69 | 88.76 | 89.94 | 90.18 | 86.62 | 89.63 | 90.37 | 88.96 | 87.96 | 88.93 | 88.11 | 87.89 | 88.57 | 89.94 | 88.91 | 87.23 | 87.26 | 89.02 | 87.60 | 87.97 | 88.89 |
| 922 | 372 | 64 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.67 | 89.00 | 88.46 | 88.40 | 88.51 | 88.94 | 88.91 | 89.29 | 88.69 | 87.79 | 88.74 | 89.24 | 88.64 | 87.82 | 89.90 | 88.36 | 87.51 | 88.53 | 89.42 | 89.27 | 88.13 | 88.79 | 86.62 | 88.46 | 86.39 | 86.98 |
| 923 | 372 | 64 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.61 | 88.30 | 88.72 | 87.43 | 89.11 | 88.08 | 86.91 | 88.52 | 87.80 | 88.79 | 89.19 | 89.24 | 89.50 | 88.07 | 89.74 | 88.95 | 88.53 | 89.80 | 89.46 | 88.20 | 86.96 | 86.57 | 89.04 | 86.95 | 87.42 | 88.28 |
| 1016 | 372 | 64 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.19 | 88.25 | 87.92 | 88.28 | 86.93 | 89.70 | 87.70 | 90.25 | 88.89 | 86.94 | 89.07 | 89.74 | 87.81 | 88.85 | 89.18 | 88.98 | 87.83 | 88.35 | 88.21 | 88.69 | 89.79 | 87.25 | 88.69 | 86.63 | 88.82 | 89.42 |
| 1018 | 372 | 64 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.93 | 88.47 | 88.70 | 89.00 | 89.73 | 89.14 | 88.38 | 88.08 | 87.55 | 87.43 | 88.99 | 90.13 | 88.69 | 87.39 | 88.29 | 88.63 | 87.52 | 88.53 | 89.08 | 89.72 | 85.32 | 87.01 | 84.79 | 85.80 | 89.93 | 87.40 |
| 1113 | 372 | 64 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.45 | 88.31 | 89.06 | 89.33 | 87.36 | 90.38 | 89.13 | 88.98 | 88.29 | 87.67 | 89.77 | 89.19 | 88.87 | 86.38 | 88.63 | 88.25 | 89.72 | 88.48 | 89.37 | 88.95 | 86.05 | 86.58 | 89.56 | 87.02 | 87.27 | 87.85 |
| 633 | 372 | 64 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.94 | 88.43 | 88.40 | 89.88 | 89.35 | 89.59 | 89.47 | 88.20 | 88.41 | 86.97 | 89.23 | 87.59 | 88.27 | 88.06 | 89.43 | 87.82 | 89.44 | 89.25 | 89.01 | 88.55 | 87.95 | 85.92 | 89.78 | 87.83 | 85.92 | 88.94 |
| 635 | 372 | 64 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.57 | 88.39 | 87.83 | 87.74 | 87.55 | 90.18 | 88.22 | 87.60 | 89.28 | 88.74 | 90.68 | 88.61 | 89.41 | 88.26 | 89.20 | 88.16 | 87.51 | 88.32 | 89.27 | 88.43 | 86.26 | 87.30 | 88.13 | 89.14 | 87.70 | 88.49 |
| 729 | 372 | 64 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.72 | 88.23 | 88.43 | 88.92 | 88.79 | 89.93 | 88.47 | 89.80 | 88.72 | 88.07 | 89.29 | 88.40 | 88.72 | 89.08 | 89.14 | 88.89 | 87.79 | 87.57 | 89.07 | 90.41 | 88.63 | 87.47 | 87.98 | 87.35 | 88.58 | 87.03 |
| 730 | 372 | 64 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.81 | 89.75 | 89.43 | 87.47 | 88.19 | 89.96 | 89.37 | 89.05 | 87.38 | 89.29 | 89.95 | 89.16 | 88.50 | 87.40 | 87.25 | 89.22 | 86.51 | 88.00 | 89.02 | 90.21 | 87.92 | 86.89 | 88.82 | 88.98 | 88.60 | 88.54 |
| 826 | 372 | 64 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 87.19 | 88.27 | 88.65 | 85.71 | 86.97 | 89.67 | 86.51 | 89.31 | 89.28 | 88.29 | 89.78 | 89.40 | 89.94 | 88.28 | 87.48 | 89.27 | 87.92 | 89.85 | 89.24 | 88.32 | 87.20 | 87.18 | 87.99 | 84.08 | 87.87 | 85.97 |
| 827 | 372 | 64 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.85 | 88.24 | 87.73 | 89.21 | 89.17 | 89.08 | 88.36 | 88.74 | 88.69 | 88.65 | 89.47 | 88.66 | 87.99 | 87.67 | 89.27 | 88.99 | 88.37 | 87.83 | 89.45 | 88.19 | 87.76 | 89.01 | 88.73 | 85.96 | 85.41 | 88.04 |
| 953 | 372 | 64 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.89 | 89.75 | 89.39 | 88.62 | 87.96 | 89.10 | 86.91 | 86.89 | 88.57 | 89.44 | 89.32 | 90.20 | 88.53 | 88.16 | 86.47 | 89.34 | 89.25 | 89.65 | 88.89 | 89.22 | 85.30 | 86.54 | 88.15 | 85.76 | 88.59 | 87.87 |
| 955 | 372 | 64 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.23 | 89.82 | 88.54 | 89.58 | 88.32 | 89.10 | 88.30 | 88.26 | 89.01 | 88.77 | 89.53 | 88.31 | 89.84 | 89.37 | 88.56 | 89.21 | 88.90 | 89.26 | 90.46 | 89.44 | 86.91 | 87.02 | 90.05 | 87.11 | 88.06 | 87.30 |
| 666 | 372 | 64 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.85 | 89.50 | 88.41 | 88.57 | 88.69 | 89.19 | 87.86 | 87.36 | 86.32 | 87.70 | 88.48 | 89.97 | 88.39 | 87.86 | 87.59 | 89.65 | 89.82 | 89.43 | 87.91 | 90.19 | 86.61 | 87.63 | 88.44 | 86.19 | 87.62 | 87.07 |
| 667 | 372 | 64 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.44 | 89.95 | 88.72 | 88.78 | 88.15 | 88.39 | 87.27 | 87.55 | 88.38 | 87.91 | 90.32 | 89.47 | 90.30 | 89.08 | 88.52 | 87.17 | 89.35 | 90.02 | 89.01 | 90.21 | 85.91 | 87.28 | 85.72 | 87.13 | 87.14 | 87.46 |
| 761 | 372 | 64 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.22 | 89.10 | 88.39 | 88.91 | 88.99 | 88.68 | 87.14 | 89.45 | 88.46 | 88.10 | 88.22 | 89.61 | 88.11 | 88.64 | 88.83 | 89.12 | 88.87 | 89.98 | 88.88 | 89.26 | 86.93 | 87.22 | 88.71 | 89.00 | 88.12 | 88.23 |
| 857 | 372 | 64 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.49 | 88.86 | 88.89 | 88.48 | 87.38 | 88.92 | 88.14 | 88.47 | 88.32 | 87.19 | 89.73 | 89.69 | 90.21 | 88.83 | 87.88 | 89.31 | 89.02 | 88.14 | 88.29 | 88.75 | 88.53 | 85.79 | 87.11 | 87.37 | 86.27 | 86.25 |
| 859 | 372 | 64 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 86.80 | 88.26 | 88.33 | 88.84 | 88.31 | 90.03 | 88.10 | 88.56 | 89.32 | 87.00 | 90.24 | 89.70 | 89.67 | 87.79 | 89.48 | 89.40 | 88.94 | 88.47 | 88.03 | 88.88 | 85.83 | 85.85 | 89.52 | 85.66 | 86.53 | 86.69 |
Size of the All data: (144, 29)
Size of the Sig data: (31, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 11 | 372 | 64 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.63 | 90.09 | 90.55 | 88.50 | 90.04 | 88.82 | 89.32 | 87.81 | 88.34 | 89.19 | 89.87 | 89.53 | 90.96 | 89.68 | 90.03 | 90.32 | 90.88 | 90.53 | 92.03 | 88.52 | 90.69 | 87.24 | 90.47 | 89.31 | 90.42 | 89.56 |
| 7 | 372 | 64 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.69 | 89.10 | 89.77 | 90.08 | 87.81 | 90.79 | 89.00 | 89.65 | 89.23 | 91.03 | 90.49 | 88.87 | 89.45 | 90.04 | 90.26 | 90.22 | 91.99 | 87.85 | 89.74 | 89.44 | 89.64 | 88.97 | 90.60 | 89.77 | 90.87 | 88.67 |
| 17 | 372 | 64 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.92 | 90.96 | 89.88 | 89.88 | 88.36 | 88.52 | 88.56 | 87.81 | 87.92 | 91.00 | 91.21 | 87.75 | 87.17 | 90.39 | 89.30 | 91.07 | 89.00 | 89.40 | 89.63 | 90.53 | 90.02 | 87.96 | 92.55 | 87.70 | 89.72 | 87.63 |
| 13 | 372 | 64 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.76 | 89.69 | 87.81 | 89.43 | 90.02 | 87.83 | 89.72 | 90.24 | 88.90 | 88.81 | 88.90 | 88.26 | 87.03 | 89.74 | 88.69 | 90.55 | 91.60 | 91.06 | 91.09 | 89.82 | 88.97 | 88.52 | 89.87 | 89.24 | 90.47 | 87.07 |
| 3 | 372 | 64 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 90.82 | 89.33 | 91.83 | 92.50 | 90.34 | 90.59 | 89.28 | 89.65 | 91.37 | 89.11 | 90.64 | 89.08 | 91.00 | 90.77 | 90.08 | 89.30 | 88.72 | 89.75 | 91.54 | 89.64 | 90.71 | 90.76 | 92.58 | 92.22 | 91.48 | 91.12 |
| 1 | 372 | 64 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.88 | 89.06 | 89.10 | 89.56 | 88.47 | 89.32 | 89.37 | 86.40 | 90.78 | 89.70 | 90.81 | 88.43 | 88.75 | 89.59 | 88.96 | 88.63 | 89.80 | 91.26 | 90.89 | 89.06 | 88.16 | 90.72 | 90.37 | 90.09 | 90.58 | 87.86 |
| 15 | 372 | 64 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 90.30 | 90.57 | 91.03 | 90.13 | 90.62 | 86.93 | 89.48 | 88.77 | 90.39 | 89.02 | 89.10 | 87.80 | 88.91 | 89.20 | 88.85 | 89.63 | 90.54 | 89.20 | 92.04 | 91.07 | 89.59 | 89.89 | 92.83 | 90.03 | 90.82 | 88.78 |
| 25 | 372 | 64 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.79 | 88.18 | 90.53 | 89.61 | 90.23 | 90.50 | 89.68 | 90.46 | 89.08 | 89.58 | 91.28 | 88.88 | 89.06 | 92.27 | 89.26 | 91.17 | 89.13 | 89.85 | 92.30 | 90.36 | 91.54 | 89.22 | 90.40 | 87.38 | 92.06 | 88.02 |
| 10 | 372 | 64 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 92.03 | 92.17 | 87.72 | 90.11 | 90.07 | 90.43 | 90.10 | 90.74 | 90.32 | 87.72 | 90.04 | 90.22 | 91.03 | 90.30 | 90.54 | 89.21 | 88.84 | 88.37 | 91.70 | 89.30 | 90.01 | 90.06 | 90.26 | 89.96 | 91.55 | 87.53 |
| 6 | 372 | 64 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 90.05 | 90.46 | 87.91 | 88.29 | 89.33 | 90.01 | 89.31 | 87.78 | 90.01 | 89.48 | 90.70 | 90.16 | 88.28 | 91.21 | 88.24 | 89.54 | 89.78 | 88.41 | 90.33 | 88.37 | 87.38 | 87.83 | 89.61 | 89.30 | 89.37 | 88.18 |
| 20 | 372 | 64 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 90.08 | 87.46 | 89.40 | 90.30 | 90.91 | 89.57 | 88.66 | 89.12 | 89.40 | 88.46 | 89.29 | 88.43 | 90.44 | 91.99 | 89.06 | 90.65 | 89.73 | 90.60 | 93.01 | 88.96 | 91.19 | 88.80 | 92.68 | 91.35 | 89.55 | 88.89 |
| 22 | 372 | 64 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 90.28 | 90.79 | 89.06 | 88.43 | 90.13 | 89.12 | 89.12 | 90.53 | 89.89 | 89.21 | 92.78 | 90.96 | 89.12 | 90.11 | 88.71 | 90.11 | 89.80 | 88.83 | 92.52 | 89.97 | 87.28 | 89.69 | 90.81 | 89.78 | 91.11 | 90.32 |
| 8 | 372 | 64 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.94 | 90.69 | 90.92 | 91.06 | 90.79 | 91.75 | 90.51 | 92.58 | 89.58 | 87.43 | 92.36 | 90.27 | 90.04 | 90.55 | 90.24 | 91.29 | 91.19 | 89.94 | 90.64 | 90.92 | 90.35 | 90.87 | 94.18 | 90.40 | 89.27 | 88.86 |
| 9 | 372 | 64 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.82 | 88.37 | 91.74 | 91.05 | 90.83 | 91.28 | 90.07 | 88.13 | 90.01 | 90.75 | 91.63 | 89.58 | 90.43 | 90.81 | 89.35 | 88.23 | 89.35 | 89.91 | 92.37 | 91.55 | 90.09 | 90.48 | 90.31 | 91.80 | 89.77 | 89.75 |
| 18 | 372 | 64 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.81 | 89.48 | 91.75 | 90.37 | 91.14 | 90.04 | 88.82 | 88.86 | 89.65 | 90.41 | 90.98 | 85.55 | 90.80 | 90.57 | 90.55 | 90.37 | 89.83 | 90.33 | 92.31 | 90.73 | 89.19 | 89.87 | 92.51 | 90.87 | 90.33 | 91.64 |
| 14 | 372 | 64 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 91.70 | 89.09 | 91.18 | 89.69 | 91.51 | 91.54 | 90.48 | 91.14 | 90.21 | 89.44 | 91.55 | 91.30 | 89.21 | 90.39 | 90.09 | 90.31 | 90.44 | 91.70 | 90.78 | 90.56 | 92.79 | 89.31 | 91.89 | 91.58 | 90.33 | 92.56 |
| 29 | 372 | 64 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 91.41 | 89.90 | 92.08 | 89.53 | 89.36 | 89.56 | 89.88 | 90.58 | 90.13 | 89.40 | 90.76 | 90.01 | 90.85 | 89.38 | 90.51 | 89.64 | 91.62 | 91.33 | 92.53 | 89.10 | 91.32 | 90.29 | 90.55 | 90.33 | 90.06 | 90.99 |
| 19 | 372 | 64 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 91.18 | 90.88 | 92.38 | 91.31 | 91.80 | 91.01 | 90.93 | 90.28 | 91.28 | 89.88 | 89.81 | 89.31 | 91.70 | 90.50 | 90.25 | 91.78 | 92.33 | 90.73 | 90.92 | 90.76 | 89.82 | 90.20 | 90.70 | 90.11 | 91.38 | 90.55 |
| 12 | 372 | 64 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.57 | 90.14 | 92.00 | 91.44 | 93.55 | 91.08 | 90.86 | 89.34 | 90.09 | 90.05 | 90.29 | 90.84 | 90.28 | 89.64 | 89.80 | 90.58 | 91.19 | 90.96 | 91.33 | 90.65 | 90.85 | 89.81 | 91.80 | 89.30 | 90.68 | 91.25 |
| 16 | 372 | 64 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 91.94 | 90.98 | 92.29 | 90.48 | 89.16 | 93.31 | 89.18 | 90.99 | 90.66 | 90.36 | 94.02 | 90.30 | 88.68 | 90.83 | 89.56 | 90.00 | 91.67 | 89.80 | 93.76 | 89.62 | 90.70 | 89.70 | 92.72 | 91.01 | 91.03 | 90.78 |
| 5 | 372 | 64 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.97 | 91.04 | 91.50 | 91.12 | 91.79 | 92.00 | 92.33 | 90.55 | 90.40 | 87.59 | 91.74 | 92.39 | 92.22 | 91.23 | 89.84 | 91.71 | 92.06 | 91.21 | 91.67 | 91.34 | 91.52 | 90.46 | 92.05 | 90.86 | 91.13 | 87.72 |
| 4 | 372 | 64 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 90.82 | 91.57 | 93.03 | 91.03 | 90.73 | 90.82 | 91.65 | 90.97 | 92.04 | 90.03 | 92.33 | 92.62 | 90.25 | 91.50 | 90.61 | 91.17 | 89.94 | 90.92 | 91.51 | 90.52 | 92.24 | 89.41 | 91.28 | 91.61 | 91.07 | 88.94 |
| 30 | 372 | 64 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 91.31 | 92.55 | 91.57 | 87.59 | 91.51 | 91.97 | 91.41 | 89.33 | 91.28 | 88.89 | 92.46 | 90.21 | 89.98 | 90.65 | 90.30 | 91.42 | 93.02 | 92.31 | 91.27 | 90.85 | 90.00 | 90.03 | 93.29 | 87.82 | 92.31 | 89.28 |
| 21 | 372 | 64 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 91.51 | 87.93 | 88.51 | 91.47 | 91.12 | 89.39 | 91.42 | 90.58 | 91.36 | 90.13 | 91.83 | 90.58 | 90.42 | 91.96 | 90.57 | 91.49 | 89.49 | 90.82 | 91.86 | 91.99 | 91.79 | 90.52 | 92.53 | 90.41 | 90.32 | 90.75 |
| 24 | 372 | 64 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.42 | 92.29 | 91.05 | 91.17 | 91.14 | 92.02 | 89.90 | 89.19 | 91.29 | 92.20 | 91.42 | 90.31 | 88.78 | 88.85 | 88.20 | 90.22 | 91.38 | 90.68 | 90.09 | 92.53 | 90.11 | 89.29 | 92.83 | 88.71 | 93.02 | 90.81 |
| 0 | 372 | 64 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.09 | 91.78 | 92.13 | 90.43 | 91.35 | 90.93 | 89.89 | 90.52 | 89.45 | 89.87 | 90.51 | 90.46 | 90.95 | 89.38 | 90.95 | 89.23 | 90.52 | 90.05 | 92.80 | 91.44 | 89.80 | 90.45 | 92.40 | 91.13 | 90.91 | 89.37 |
| 26 | 372 | 64 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.41 | 92.29 | 92.40 | 90.62 | 90.03 | 92.03 | 91.96 | 88.84 | 89.87 | 90.85 | 90.92 | 90.03 | 90.43 | 90.29 | 91.67 | 91.55 | 91.55 | 89.47 | 90.58 | 91.81 | 90.24 | 90.99 | 91.71 | 88.83 | 89.74 | 90.19 |
| 23 | 372 | 64 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 92.05 | 91.04 | 90.79 | 91.79 | 90.23 | 89.92 | 90.43 | 91.14 | 90.91 | 89.38 | 91.91 | 91.54 | 92.60 | 90.58 | 89.55 | 88.67 | 90.57 | 91.59 | 90.85 | 91.52 | 89.25 | 89.68 | 91.19 | 90.51 | 90.15 | 93.27 |
| 2 | 372 | 64 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 90.01 | 91.50 | 90.34 | 92.95 | 92.22 | 91.20 | 91.39 | 91.07 | 91.78 | 90.28 | 93.90 | 88.17 | 90.83 | 91.00 | 91.35 | 90.60 | 91.09 | 89.39 | 92.75 | 91.59 | 91.36 | 90.71 | 93.59 | 92.72 | 91.80 | 90.24 |
| 27 | 372 | 64 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 92.24 | 92.15 | 91.36 | 90.49 | 91.38 | 90.50 | 89.45 | 90.26 | 90.58 | 89.73 | 91.75 | 91.37 | 90.21 | 91.28 | 89.93 | 90.63 | 91.77 | 91.20 | 91.22 | 91.53 | 91.24 | 87.30 | 91.04 | 91.01 | 91.40 | 92.77 |
| 28 | 372 | 64 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 91.50 | 91.41 | 90.29 | 92.04 | 92.25 | 92.71 | 92.26 | 90.35 | 89.03 | 92.42 | 91.96 | 90.75 | 90.55 | 92.03 | 90.31 | 91.50 | 93.06 | 89.96 | 91.42 | 88.42 | 89.59 | 90.15 | 92.77 | 89.43 | 90.46 | 90.82 |
Size of the test data: (31, 34)
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_11 | 89.476452 | 0.613295 |
| mAP_valid_abs_values_6 | 89.352903 | 0.643295 |
| mAP_valid_abs_values_20 | 89.352581 | 0.780342 |
| mAP_valid_abs_values_12 | 89.311290 | 0.678993 |
| mAP_valid_abs_values_19 | 89.136129 | 0.547374 |
| mAP_valid_abs_values_16 | 88.850968 | 0.586324 |
| mAP_valid_abs_values_18 | 88.827742 | 0.698297 |
| mAP_valid_abs_values_13 | 88.754194 | 0.889366 |
| mAP_valid_abs_values_2 | 88.663226 | 0.690852 |
| mAP_valid_abs_values_15 | 88.586452 | 0.811380 |
| mAP_valid_abs_values_8 | 88.535161 | 0.813973 |
| mAP_valid_abs_values_4 | 88.526129 | 0.913804 |
| mAP_valid_abs_values_17 | 88.495484 | 0.823233 |
| mAP_valid_abs_values_23 | 88.445161 | 1.219912 |
| mAP_valid_abs_values_9 | 88.420968 | 0.742695 |
| mAP_valid_abs_values_3 | 88.213871 | 0.757745 |
| mAP_valid_abs_values_14 | 88.210000 | 0.761914 |
| mAP_valid_abs_values | 88.194516 | 0.830569 |
| mAP_valid_abs_values_7 | 88.186452 | 0.746103 |
| mAP_valid_abs_values_5 | 88.148387 | 0.807156 |
| mAP_valid_abs_values_25 | 87.969032 | 1.162673 |
| mAP_valid_abs_values_10 | 87.933226 | 0.754004 |
| mAP_valid_abs_values_26 | 87.616129 | 0.919542 |
| mAP_valid_abs_values_24 | 87.320645 | 1.319068 |
| mAP_valid_abs_values_22 | 87.203226 | 0.992349 |
| mAP_valid_abs_values_21 | 87.200645 | 1.223247 |
We then apply the hyperparameters to the test set and average the results.
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
optimal_params.to_csv('optimal_params_64bit.csv',index=False)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_23 | 91.689355 | 1.201921 |
| mAP_test_abs_values_19 | 91.531613 | 0.984172 |
| mAP_test_abs_values_11 | 91.201290 | 1.233193 |
| mAP_test_abs_values_25 | 90.747097 | 0.878484 |
| mAP_test_abs_values_3 | 90.706452 | 1.457828 |
| mAP_test_abs_values_17 | 90.705806 | 1.205808 |
| mAP_test_abs_values | 90.675161 | 1.144237 |
| mAP_test_abs_values_5 | 90.587742 | 1.226985 |
| mAP_test_abs_values_14 | 90.539032 | 0.879372 |
| mAP_test_abs_values_6 | 90.499677 | 1.417132 |
| mAP_test_abs_values_2 | 90.417419 | 1.382377 |
| mAP_test_abs_values_20 | 90.402258 | 1.133478 |
| mAP_test_abs_values_4 | 90.401613 | 1.223795 |
| average_map | 90.386452 | 0.600295 |
| mAP_test_abs_values_16 | 90.348065 | 0.966076 |
| mAP_test_abs_values_21 | 90.239677 | 1.269019 |
| mAP_test_abs_values_18 | 90.239032 | 1.057085 |
| mAP_test_abs_values_9 | 90.168710 | 0.991126 |
| mAP_test_abs_values_24 | 90.147419 | 1.287597 |
| mAP_test_abs_values_7 | 90.142581 | 1.080959 |
| mAP_test_abs_values_13 | 90.013226 | 1.292193 |
| mAP_test_abs_values_15 | 89.858387 | 0.851759 |
| mAP_test_abs_values_26 | 89.811935 | 1.619723 |
| mAP_test_abs_values_12 | 89.805161 | 1.480049 |
| mAP_test_abs_values_8 | 89.795484 | 1.308082 |
| mAP_test_abs_values_10 | 89.722581 | 1.146237 |
| mAP_test_abs_values_22 | 89.650968 | 1.022844 |
Code
def extract_number(text):
if isinstance(text, str):
matches = re.findall(r'\d+', text)
return int(matches[0]) if matches else 1
return 1
res_valid_mwu_64['id'] = res_valid_mwu_64.index.to_series().apply(extract_number)
res_test_mwu_64['id'] = res_test_mwu_64.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid_mwu_64,res_test_mwu_64])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test_mwu_64 = res_test_mwu_64.sort_values(by=['id']).reset_index().query("index !='average_map'")
res_valid_mwu_64 = res_valid_mwu_64.reset_index(drop=True)
res_valid_mwu_64.columns = ['valid_score', 'std', 'id']
res_valid_mwu_64 = res_valid_mwu_64[['valid_score', 'id']]
res_test_mwu_64.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_64 = res_test_mwu_64[['test_score', 'id']]
result_merged_mwu_64 = pd.merge(res_valid_mwu_64,res_test_mwu_64,on='id')
result_merged_mwu_64.sort_values(by=['valid_score'], ascending=False,inplace=True)
result_merged_mwu_64 = result_merged_mwu_64[['id','valid_score','test_score']]
html_table = result_merged_mwu_64.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))| id | valid_score | test_score | |
|---|---|---|---|
| 0 | 11 | 89.476452 | 91.201290 |
| 1 | 6 | 89.352903 | 90.499677 |
| 2 | 20 | 89.352581 | 90.402258 |
| 3 | 12 | 89.311290 | 89.805161 |
| 4 | 19 | 89.136129 | 91.531613 |
| 5 | 16 | 88.850968 | 90.348065 |
| 6 | 18 | 88.827742 | 90.239032 |
| 7 | 13 | 88.754194 | 90.013226 |
| 8 | 2 | 88.663226 | 90.417419 |
| 9 | 15 | 88.586452 | 89.858387 |
| 10 | 8 | 88.535161 | 89.795484 |
| 11 | 4 | 88.526129 | 90.401613 |
| 12 | 17 | 88.495484 | 90.705806 |
| 13 | 23 | 88.445161 | 91.689355 |
| 14 | 9 | 88.420968 | 90.168710 |
| 15 | 3 | 88.213871 | 90.706452 |
| 16 | 14 | 88.210000 | 90.539032 |
| 17 | 1 | 88.194516 | 90.675161 |
| 18 | 7 | 88.186452 | 90.142581 |
| 19 | 5 | 88.148387 | 90.587742 |
| 20 | 25 | 87.969032 | 90.747097 |
| 21 | 10 | 87.933226 | 89.722581 |
| 22 | 26 | 87.616129 | 89.811935 |
| 23 | 24 | 87.320645 | 90.147419 |
| 24 | 22 | 87.203226 | 89.650968 |
| 25 | 21 | 87.200645 | 90.239677 |
Code
#%%
dt_valid = pd.read_csv(f"final paper results/merged_validation_runs_wide_format_abs_30082024_top100_{layer_vsn}.csv")
dt_test = pd.read_csv(f"final paper results/merged_test_runs_wide_format_abs_30082024_top100_{layer_vsn}.csv")
output_size = 72
query = (
"output_size == @output_size "
)
dt_valid = dt_valid.query(query)
dt_test = dt_test.query(query)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 28 | 372 | 72 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 84.54 | 83.33 | 84.65 | 86.80 | 83.72 | 85.80 | 88.82 | 81.85 | 82.21 | 83.70 | 86.14 | 84.35 | 86.58 | 84.83 | 83.26 | 86.69 | 82.44 | 79.92 | 87.42 | 88.38 | 83.74 | 83.52 | 86.30 | 84.30 | 83.91 | 81.68 |
| 29 | 372 | 72 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.24 | 85.75 | 87.05 | 85.85 | 84.04 | 84.81 | 86.34 | 86.62 | 84.85 | 88.15 | 88.02 | 87.56 | 87.79 | 86.31 | 86.58 | 85.67 | 86.49 | 87.47 | 87.16 | 85.63 | 83.80 | 83.83 | 84.67 | 83.77 | 82.85 | 83.45 |
| 30 | 372 | 72 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.04 | 84.32 | 87.28 | 86.52 | 85.71 | 87.55 | 86.31 | 85.92 | 86.42 | 85.88 | 85.77 | 87.41 | 89.39 | 86.98 | 87.15 | 87.88 | 84.12 | 88.51 | 87.91 | 88.30 | 83.82 | 82.40 | 80.85 | 83.94 | 83.52 | 84.76 |
| 31 | 372 | 72 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.28 | 87.51 | 85.77 | 87.74 | 85.97 | 85.30 | 85.69 | 87.03 | 86.40 | 86.28 | 87.35 | 86.58 | 86.78 | 87.75 | 87.26 | 86.79 | 86.41 | 87.49 | 86.98 | 89.16 | 83.84 | 86.52 | 88.05 | 84.65 | 83.95 | 83.74 |
| 60 | 372 | 72 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 83.36 | 83.61 | 85.64 | 86.88 | 86.13 | 84.59 | 86.57 | 87.67 | 87.72 | 83.72 | 87.06 | 87.04 | 85.92 | 85.06 | 87.05 | 86.61 | 85.90 | 86.59 | 87.28 | 86.71 | 81.64 | 84.81 | 83.62 | 85.49 | 85.40 | 85.60 |
| 61 | 372 | 72 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.02 | 87.08 | 86.04 | 84.68 | 86.86 | 89.43 | 87.69 | 87.34 | 86.04 | 88.62 | 88.12 | 85.63 | 88.46 | 87.30 | 87.86 | 88.58 | 86.75 | 87.03 | 87.20 | 87.05 | 85.19 | 85.37 | 85.39 | 82.66 | 86.42 | 87.08 |
| 62 | 372 | 72 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 84.66 | 86.84 | 87.87 | 86.04 | 85.78 | 87.12 | 86.50 | 89.69 | 86.42 | 85.53 | 88.62 | 88.09 | 88.49 | 86.66 | 86.24 | 87.18 | 87.26 | 89.15 | 88.63 | 87.91 | 83.88 | 85.46 | 85.07 | 83.72 | 84.24 | 85.33 |
| 63 | 372 | 72 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 84.25 | 89.03 | 86.73 | 84.84 | 86.68 | 89.78 | 86.62 | 89.26 | 87.94 | 83.59 | 87.48 | 88.42 | 88.70 | 88.03 | 87.37 | 85.11 | 88.23 | 87.95 | 85.60 | 87.31 | 85.70 | 84.53 | 85.92 | 85.08 | 83.20 | 87.08 |
| 92 | 372 | 72 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 85.29 | 85.44 | 87.28 | 86.06 | 86.22 | 83.90 | 86.47 | 84.76 | 85.75 | 85.36 | 87.60 | 88.72 | 86.15 | 87.68 | 86.14 | 87.01 | 87.17 | 84.80 | 85.87 | 86.32 | 83.92 | 84.18 | 84.33 | 85.22 | 85.74 | 84.87 |
| 93 | 372 | 72 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 85.65 | 88.21 | 85.04 | 87.83 | 87.52 | 87.46 | 86.30 | 86.92 | 86.21 | 88.22 | 86.99 | 88.27 | 89.16 | 87.51 | 86.73 | 86.30 | 84.13 | 87.30 | 87.55 | 85.35 | 86.95 | 85.99 | 87.47 | 84.62 | 84.40 | 85.37 |
| 94 | 372 | 72 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 85.53 | 87.87 | 85.90 | 86.31 | 86.13 | 87.13 | 88.29 | 87.04 | 88.41 | 88.75 | 86.43 | 88.36 | 87.45 | 87.75 | 87.29 | 87.23 | 88.01 | 87.11 | 86.65 | 87.91 | 84.14 | 85.38 | 84.39 | 83.59 | 84.06 | 84.29 |
| 95 | 372 | 72 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 24.01 | 86.47 | 85.96 | 84.94 | 85.15 | 87.68 | 87.97 | 86.51 | 86.99 | 85.04 | 87.73 | 89.83 | 87.66 | 86.71 | 88.02 | 86.58 | 86.04 | 86.86 | 88.61 | 88.71 | 85.44 | 86.92 | 86.23 | 85.87 | 84.92 | 83.81 |
| 124 | 372 | 72 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 83.59 | 87.71 | 84.74 | 87.64 | 85.12 | 86.56 | 83.85 | 87.23 | 86.18 | 85.85 | 85.00 | 86.07 | 88.88 | 83.66 | 86.07 | 85.51 | 83.88 | 86.10 | 88.18 | 87.74 | 86.18 | 83.13 | 83.18 | 82.91 | 83.03 | 86.35 |
| 125 | 372 | 72 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 85.43 | 87.02 | 83.60 | 85.57 | 86.12 | 88.63 | 88.86 | 87.60 | 86.72 | 86.09 | 88.34 | 88.37 | 88.35 | 88.59 | 88.64 | 87.26 | 86.63 | 87.43 | 88.91 | 87.07 | 82.89 | 83.42 | 85.22 | 84.95 | 84.51 | 85.92 |
| 126 | 372 | 72 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.61 | 86.77 | 88.21 | 87.33 | 86.51 | 87.55 | 87.95 | 85.25 | 87.59 | 85.93 | 88.91 | 88.50 | 85.63 | 87.32 | 86.31 | 89.44 | 88.26 | 89.72 | 87.59 | 87.79 | 83.70 | 83.85 | 87.24 | 83.95 | 85.35 | 82.99 |
| 127 | 372 | 72 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 86.91 | 87.29 | 87.56 | 89.20 | 84.95 | 87.04 | 85.62 | 86.42 | 88.06 | 86.03 | 88.44 | 88.04 | 87.29 | 87.86 | 87.17 | 87.57 | 88.15 | 88.60 | 89.73 | 88.13 | 86.11 | 84.96 | 86.19 | 85.52 | 85.45 | 84.34 |
| 156 | 372 | 72 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.50 | 86.96 | 87.77 | 88.20 | 87.23 | 85.48 | 87.80 | 85.70 | 86.30 | 85.29 | 88.32 | 87.01 | 87.38 | 86.95 | 86.23 | 86.13 | 85.61 | 88.20 | 87.43 | 87.62 | 84.92 | 83.53 | 86.07 | 84.01 | 83.88 | 82.87 |
| 157 | 372 | 72 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.42 | 87.47 | 86.01 | 87.46 | 86.54 | 88.13 | 88.30 | 86.11 | 85.99 | 86.08 | 86.42 | 87.33 | 88.10 | 88.82 | 86.95 | 86.82 | 87.12 | 85.32 | 87.56 | 86.83 | 85.53 | 84.31 | 84.02 | 83.61 | 85.75 | 85.44 |
| 158 | 372 | 72 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.26 | 86.79 | 86.43 | 88.88 | 85.51 | 87.72 | 84.59 | 88.08 | 88.49 | 87.07 | 87.63 | 88.95 | 87.97 | 89.11 | 87.07 | 88.41 | 87.23 | 86.21 | 88.18 | 88.87 | 84.57 | 84.89 | 86.75 | 87.88 | 85.34 | 84.56 |
| 159 | 372 | 72 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 86.74 | 86.63 | 85.96 | 86.48 | 88.59 | 87.91 | 89.28 | 86.69 | 88.45 | 88.55 | 87.53 | 86.97 | 87.48 | 89.35 | 88.60 | 90.35 | 87.69 | 89.73 | 88.53 | 88.51 | 84.26 | 84.04 | 85.72 | 84.48 | 86.40 | 83.18 |
| 188 | 372 | 72 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 85.79 | 83.77 | 84.69 | 87.78 | 80.90 | 86.78 | 87.13 | 87.51 | 87.66 | 85.29 | 86.96 | 87.63 | 88.66 | 85.57 | 87.80 | 86.37 | 86.07 | 86.70 | 87.26 | 88.27 | 84.19 | 83.94 | 84.74 | 85.25 | 86.07 | 85.42 |
| 189 | 372 | 72 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.04 | 87.56 | 86.13 | 86.98 | 88.23 | 88.53 | 86.92 | 87.24 | 87.88 | 86.36 | 87.13 | 86.11 | 86.73 | 86.37 | 86.26 | 88.24 | 87.20 | 88.09 | 87.55 | 88.40 | 85.05 | 85.77 | 85.24 | 87.56 | 85.20 | 88.87 |
| 190 | 372 | 72 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.52 | 87.19 | 88.03 | 87.41 | 87.74 | 87.79 | 85.20 | 87.40 | 87.14 | 87.12 | 86.89 | 86.03 | 88.42 | 85.72 | 90.10 | 86.71 | 87.39 | 87.13 | 88.37 | 87.58 | 87.79 | 84.11 | 85.43 | 85.13 | 85.27 | 86.18 |
| 191 | 372 | 72 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.10 | 88.37 | 86.42 | 86.62 | 85.56 | 86.95 | 84.65 | 87.40 | 87.62 | 86.42 | 87.68 | 88.27 | 91.14 | 87.91 | 87.28 | 89.19 | 88.57 | 85.73 | 87.73 | 89.86 | 83.80 | 85.86 | 84.73 | 84.29 | 85.42 | 85.58 |
| 220 | 372 | 72 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 84.30 | 86.05 | 85.88 | 86.42 | 85.27 | 87.51 | 86.26 | 88.06 | 86.63 | 84.66 | 88.00 | 89.19 | 84.70 | 87.20 | 86.03 | 86.21 | 86.91 | 87.70 | 87.15 | 88.84 | 84.32 | 84.75 | 85.58 | 86.58 | 83.28 | 83.80 |
| 221 | 372 | 72 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 86.68 | 87.37 | 85.96 | 87.34 | 86.77 | 88.36 | 24.01 | 88.00 | 87.79 | 85.86 | 88.00 | 87.53 | 89.02 | 87.54 | 87.05 | 87.62 | 87.08 | 88.92 | 90.14 | 88.62 | 85.50 | 84.11 | 84.13 | 85.22 | 84.88 | 87.04 |
| 222 | 372 | 72 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 86.12 | 85.92 | 87.65 | 88.45 | 85.81 | 89.11 | 88.22 | 88.75 | 88.38 | 86.26 | 87.00 | 88.48 | 86.62 | 87.41 | 86.75 | 87.76 | 87.10 | 87.55 | 88.27 | 86.84 | 85.47 | 83.81 | 86.84 | 84.65 | 85.68 | 86.24 |
| 223 | 372 | 72 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 85.42 | 86.85 | 88.35 | 88.34 | 87.18 | 85.96 | 87.11 | 87.94 | 86.88 | 87.46 | 86.28 | 87.32 | 86.32 | 86.17 | 85.06 | 87.62 | 86.85 | 88.46 | 88.21 | 89.64 | 84.09 | 85.08 | 87.93 | 85.03 | 84.62 | 83.44 |
| 252 | 372 | 72 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 86.63 | 87.92 | 85.59 | 87.16 | 86.44 | 88.47 | 86.27 | 86.50 | 85.81 | 85.49 | 86.62 | 89.15 | 89.07 | 88.11 | 84.23 | 88.27 | 88.01 | 86.99 | 86.84 | 87.00 | 84.61 | 84.78 | 84.11 | 85.76 | 85.16 | 83.70 |
| 253 | 372 | 72 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 85.42 | 87.95 | 87.88 | 88.63 | 87.85 | 88.17 | 87.96 | 89.27 | 88.37 | 85.81 | 88.71 | 87.95 | 88.08 | 87.96 | 87.23 | 86.84 | 87.89 | 86.71 | 87.45 | 89.04 | 84.76 | 87.17 | 86.46 | 86.15 | 84.97 | 86.03 |
| 254 | 372 | 72 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 86.44 | 87.92 | 88.19 | 86.30 | 87.95 | 89.25 | 88.04 | 89.69 | 89.19 | 87.91 | 88.63 | 87.61 | 87.75 | 89.92 | 88.28 | 87.17 | 88.62 | 84.66 | 86.93 | 88.64 | 86.33 | 85.29 | 84.98 | 85.66 | 85.63 | 87.22 |
| 255 | 372 | 72 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 86.54 | 85.67 | 85.77 | 87.27 | 87.71 | 87.70 | 88.24 | 88.80 | 88.41 | 87.12 | 87.79 | 88.62 | 87.40 | 88.36 | 87.57 | 88.35 | 86.39 | 87.55 | 88.76 | 87.47 | 86.27 | 85.78 | 82.85 | 85.93 | 85.44 | 86.65 |
| 284 | 372 | 72 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 83.18 | 86.15 | 85.92 | 87.11 | 89.27 | 86.49 | 88.68 | 88.10 | 87.61 | 86.47 | 87.37 | 86.48 | 84.16 | 87.71 | 87.19 | 87.02 | 87.81 | 87.93 | 89.32 | 87.04 | 84.30 | 84.40 | 84.83 | 83.96 | 80.95 | 84.98 |
| 285 | 372 | 72 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 86.46 | 87.00 | 86.00 | 87.07 | 86.87 | 85.52 | 85.84 | 86.67 | 87.46 | 87.88 | 87.17 | 87.94 | 88.66 | 87.72 | 87.32 | 89.46 | 85.15 | 87.81 | 89.39 | 86.13 | 86.94 | 83.60 | 87.78 | 84.43 | 85.10 | 84.32 |
| 286 | 372 | 72 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 87.45 | 86.55 | 87.80 | 86.78 | 87.74 | 87.42 | 88.53 | 87.95 | 87.48 | 88.02 | 88.62 | 88.69 | 86.84 | 88.90 | 87.75 | 88.76 | 89.34 | 87.54 | 89.42 | 85.94 | 83.69 | 84.09 | 83.28 | 85.88 | 85.18 | 85.22 |
| 287 | 372 | 72 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.08 | 87.14 | 87.80 | 85.22 | 87.76 | 89.66 | 86.96 | 88.49 | 88.41 | 89.20 | 89.49 | 87.49 | 88.81 | 88.01 | 89.60 | 88.25 | 88.90 | 87.85 | 86.62 | 87.24 | 84.04 | 84.84 | 86.60 | 85.84 | 86.73 | 86.15 |
| 316 | 372 | 72 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 86.01 | 85.19 | 86.12 | 84.07 | 83.85 | 85.72 | 84.73 | 84.91 | 84.53 | 84.39 | 86.94 | 84.48 | 86.36 | 84.55 | 83.28 | 84.40 | 86.77 | 84.32 | 85.69 | 86.69 | 83.86 | 84.51 | 85.78 | 84.29 | 81.77 | 83.82 |
| 317 | 372 | 72 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.77 | 87.99 | 85.92 | 86.71 | 85.76 | 87.33 | 89.58 | 87.10 | 88.28 | 87.14 | 88.43 | 87.58 | 86.09 | 85.74 | 87.74 | 87.01 | 88.40 | 88.68 | 86.21 | 86.97 | 86.06 | 85.62 | 84.36 | 86.63 | 84.40 | 84.12 |
| 318 | 372 | 72 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 83.79 | 86.10 | 86.83 | 85.98 | 86.52 | 85.93 | 86.80 | 87.08 | 87.21 | 87.29 | 88.18 | 86.57 | 87.61 | 87.89 | 83.98 | 88.78 | 87.42 | 86.16 | 86.07 | 87.60 | 85.01 | 83.39 | 85.18 | 83.67 | 84.34 | 83.16 |
| 319 | 372 | 72 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 83.35 | 87.47 | 86.76 | 85.48 | 85.43 | 88.22 | 87.03 | 86.84 | 87.56 | 87.31 | 89.15 | 86.35 | 86.78 | 85.75 | 87.80 | 88.25 | 87.03 | 87.14 | 87.03 | 85.87 | 83.77 | 85.82 | 83.22 | 83.40 | 82.52 | 84.39 |
| 348 | 372 | 72 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 85.15 | 85.61 | 86.36 | 82.86 | 85.73 | 88.12 | 85.32 | 84.27 | 85.98 | 85.51 | 86.99 | 85.47 | 87.29 | 86.43 | 85.10 | 87.53 | 83.08 | 85.58 | 84.31 | 85.73 | 83.77 | 84.68 | 83.06 | 84.49 | 83.44 | 85.06 |
| 349 | 372 | 72 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.04 | 86.89 | 86.85 | 88.08 | 86.58 | 88.18 | 86.48 | 89.05 | 88.62 | 88.63 | 88.11 | 87.51 | 87.25 | 87.61 | 87.53 | 87.07 | 88.17 | 87.28 | 86.67 | 88.64 | 85.21 | 84.53 | 84.03 | 84.63 | 85.43 | 84.68 |
| 350 | 372 | 72 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 84.50 | 88.39 | 85.41 | 87.22 | 88.72 | 87.85 | 86.69 | 89.85 | 88.07 | 88.50 | 89.94 | 86.63 | 87.80 | 87.37 | 86.79 | 88.02 | 87.89 | 88.27 | 86.12 | 89.11 | 86.10 | 84.97 | 86.26 | 87.38 | 84.32 | 86.58 |
| 351 | 372 | 72 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 84.11 | 87.57 | 86.38 | 85.98 | 88.24 | 87.24 | 87.43 | 86.80 | 89.14 | 87.92 | 88.17 | 88.70 | 87.15 | 88.21 | 87.94 | 87.78 | 86.25 | 87.55 | 88.28 | 85.68 | 83.98 | 88.38 | 85.40 | 86.01 | 84.65 | 84.39 |
| 380 | 372 | 72 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 85.69 | 85.89 | 87.31 | 84.94 | 85.75 | 88.35 | 88.31 | 88.10 | 85.94 | 85.46 | 87.21 | 86.54 | 86.53 | 86.37 | 87.91 | 85.74 | 84.45 | 83.71 | 85.97 | 86.97 | 85.62 | 84.84 | 80.01 | 83.56 | 84.17 | 83.68 |
| 381 | 372 | 72 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.27 | 87.47 | 87.94 | 86.72 | 89.41 | 89.48 | 86.09 | 87.41 | 86.80 | 87.41 | 87.65 | 86.09 | 86.24 | 85.70 | 88.37 | 87.91 | 84.14 | 88.37 | 87.61 | 88.96 | 83.64 | 85.33 | 86.58 | 85.91 | 84.63 | 83.91 |
| 382 | 372 | 72 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.40 | 86.86 | 86.51 | 85.48 | 86.41 | 89.25 | 87.01 | 87.50 | 87.73 | 88.27 | 88.28 | 87.30 | 89.35 | 87.01 | 86.94 | 87.18 | 88.27 | 88.31 | 87.62 | 88.56 | 85.66 | 85.56 | 84.77 | 85.35 | 84.43 | 83.89 |
| 383 | 372 | 72 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.98 | 86.17 | 85.77 | 87.62 | 88.26 | 88.78 | 88.41 | 86.52 | 87.24 | 88.00 | 87.79 | 86.54 | 87.59 | 86.28 | 86.82 | 86.10 | 87.52 | 87.55 | 87.47 | 87.76 | 84.15 | 84.04 | 82.82 | 84.54 | 84.69 | 84.34 |
| 412 | 372 | 72 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 85.65 | 85.67 | 87.78 | 85.41 | 86.44 | 85.36 | 88.11 | 86.78 | 89.01 | 87.29 | 86.65 | 86.53 | 87.44 | 87.79 | 87.05 | 86.29 | 86.16 | 86.04 | 88.92 | 87.29 | 85.18 | 84.09 | 24.01 | 85.45 | 84.71 | 83.67 |
| 413 | 372 | 72 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 84.99 | 87.50 | 85.87 | 87.76 | 86.74 | 87.68 | 87.46 | 87.58 | 88.03 | 87.00 | 86.28 | 87.42 | 87.30 | 88.37 | 87.68 | 86.70 | 88.12 | 87.63 | 87.61 | 87.28 | 83.30 | 84.20 | 87.34 | 84.78 | 84.62 | 85.44 |
| 414 | 372 | 72 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.36 | 86.46 | 85.76 | 88.25 | 86.38 | 86.52 | 87.43 | 87.17 | 87.54 | 86.97 | 89.39 | 88.07 | 87.80 | 88.78 | 86.73 | 88.22 | 86.55 | 89.18 | 86.93 | 87.82 | 87.52 | 84.14 | 86.60 | 84.49 | 86.07 | 84.19 |
| 415 | 372 | 72 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.25 | 87.54 | 86.23 | 87.33 | 86.18 | 89.35 | 88.27 | 90.05 | 87.34 | 86.14 | 87.34 | 89.43 | 88.32 | 86.00 | 87.02 | 87.06 | 88.07 | 87.45 | 88.20 | 88.14 | 85.09 | 85.61 | 86.17 | 86.70 | 85.19 | 84.44 |
| 444 | 372 | 72 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 86.80 | 87.10 | 85.93 | 87.55 | 84.73 | 88.71 | 85.69 | 85.72 | 87.33 | 88.45 | 86.00 | 87.23 | 86.69 | 86.52 | 86.74 | 86.70 | 85.20 | 86.18 | 86.73 | 87.41 | 85.31 | 84.19 | 84.30 | 84.00 | 86.37 | 83.91 |
| 445 | 372 | 72 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.04 | 86.44 | 86.66 | 88.16 | 87.70 | 87.91 | 87.95 | 86.80 | 88.76 | 87.59 | 86.85 | 87.86 | 89.23 | 87.21 | 87.59 | 88.10 | 86.99 | 88.07 | 86.23 | 87.47 | 84.48 | 83.59 | 83.75 | 87.14 | 87.44 | 86.30 |
| 446 | 372 | 72 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.16 | 88.08 | 86.97 | 87.31 | 85.18 | 88.41 | 87.25 | 86.93 | 86.23 | 88.44 | 88.34 | 87.10 | 88.51 | 87.04 | 88.61 | 88.85 | 87.92 | 87.33 | 87.05 | 87.17 | 87.75 | 84.22 | 86.21 | 85.14 | 87.12 | 83.30 |
| 447 | 372 | 72 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 86.51 | 87.42 | 86.47 | 86.03 | 89.05 | 88.11 | 87.34 | 88.38 | 86.42 | 88.95 | 88.11 | 86.05 | 88.38 | 86.33 | 88.59 | 86.63 | 88.05 | 87.83 | 89.09 | 87.02 | 84.00 | 86.34 | 84.61 | 87.09 | 85.43 | 84.49 |
| 476 | 372 | 72 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 82.95 | 86.33 | 83.59 | 86.01 | 84.33 | 85.72 | 86.53 | 86.75 | 85.91 | 88.24 | 87.86 | 85.61 | 86.93 | 84.72 | 86.18 | 85.57 | 87.69 | 85.69 | 88.59 | 89.11 | 85.53 | 81.91 | 84.56 | 83.69 | 84.17 | 83.66 |
| 477 | 372 | 72 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 85.19 | 86.41 | 86.13 | 87.32 | 87.10 | 88.75 | 87.26 | 87.72 | 88.37 | 89.05 | 87.07 | 86.68 | 86.86 | 86.04 | 86.68 | 89.74 | 88.49 | 88.24 | 87.86 | 87.70 | 85.82 | 85.84 | 86.48 | 87.49 | 86.51 | 83.59 |
| 478 | 372 | 72 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 83.06 | 85.84 | 87.83 | 87.44 | 87.19 | 88.87 | 88.36 | 87.04 | 87.07 | 86.21 | 86.04 | 87.59 | 87.09 | 88.73 | 87.94 | 87.08 | 87.75 | 87.13 | 89.46 | 87.29 | 86.24 | 84.56 | 85.74 | 86.39 | 85.14 | 85.42 |
| 479 | 372 | 72 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 86.44 | 87.37 | 87.51 | 87.68 | 86.81 | 88.66 | 86.13 | 86.82 | 87.69 | 86.87 | 87.10 | 88.21 | 89.24 | 88.35 | 88.49 | 88.17 | 88.34 | 87.17 | 87.90 | 89.14 | 83.20 | 85.33 | 87.19 | 86.49 | 87.61 | 85.74 |
| 508 | 372 | 72 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 86.12 | 87.65 | 87.33 | 87.23 | 87.53 | 87.02 | 86.61 | 86.10 | 87.59 | 88.10 | 88.34 | 86.52 | 85.79 | 85.70 | 86.69 | 86.78 | 85.62 | 87.38 | 86.65 | 87.13 | 83.36 | 83.32 | 84.80 | 83.07 | 84.74 | 84.64 |
| 509 | 372 | 72 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 85.51 | 85.61 | 86.81 | 88.73 | 87.85 | 89.68 | 87.88 | 88.26 | 86.28 | 88.07 | 88.29 | 88.26 | 88.64 | 87.36 | 87.35 | 88.14 | 87.47 | 87.17 | 87.92 | 88.11 | 86.63 | 85.93 | 84.09 | 86.55 | 86.03 | 85.56 |
| 510 | 372 | 72 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 85.96 | 86.66 | 87.47 | 87.86 | 86.96 | 88.41 | 87.37 | 87.69 | 86.66 | 88.11 | 90.06 | 88.24 | 88.12 | 85.97 | 86.90 | 87.42 | 85.39 | 87.36 | 85.24 | 88.35 | 87.12 | 85.01 | 85.02 | 84.60 | 85.59 | 83.92 |
| 511 | 372 | 72 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 86.39 | 87.60 | 87.54 | 85.98 | 86.33 | 87.38 | 87.69 | 87.77 | 88.64 | 88.76 | 90.02 | 89.30 | 89.27 | 87.07 | 88.16 | 88.27 | 85.34 | 86.47 | 86.73 | 87.92 | 84.99 | 85.39 | 87.53 | 84.47 | 86.04 | 86.04 |
| 540 | 372 | 72 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 86.22 | 87.05 | 88.05 | 86.37 | 86.56 | 87.95 | 87.32 | 87.87 | 88.74 | 87.30 | 87.98 | 88.28 | 87.55 | 84.47 | 87.09 | 84.90 | 86.15 | 87.07 | 88.23 | 88.68 | 83.76 | 84.77 | 85.23 | 83.86 | 83.58 | 84.37 |
| 541 | 372 | 72 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 86.91 | 87.48 | 85.78 | 87.67 | 88.09 | 87.99 | 88.17 | 87.60 | 87.30 | 86.29 | 87.98 | 88.78 | 88.67 | 86.78 | 88.85 | 87.36 | 87.15 | 88.65 | 88.30 | 89.43 | 83.51 | 85.32 | 86.89 | 86.33 | 86.49 | 85.95 |
| 542 | 372 | 72 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.78 | 87.37 | 87.29 | 87.96 | 88.83 | 88.04 | 88.13 | 86.78 | 87.45 | 86.98 | 89.39 | 88.69 | 87.88 | 87.02 | 87.22 | 86.94 | 87.50 | 86.42 | 89.11 | 88.61 | 85.41 | 83.81 | 86.29 | 84.92 | 86.61 | 84.42 |
| 543 | 372 | 72 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 86.67 | 86.46 | 86.18 | 88.08 | 87.45 | 88.53 | 87.05 | 88.21 | 86.97 | 87.85 | 89.16 | 87.49 | 88.84 | 88.29 | 87.67 | 88.35 | 87.51 | 88.78 | 88.12 | 88.85 | 84.01 | 85.68 | 86.42 | 85.69 | 86.12 | 86.39 |
| 572 | 372 | 72 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 86.81 | 86.50 | 88.03 | 84.99 | 88.45 | 87.32 | 85.66 | 87.52 | 86.61 | 87.65 | 88.71 | 87.58 | 85.73 | 87.09 | 84.01 | 88.12 | 87.06 | 86.60 | 87.83 | 87.16 | 84.53 | 83.99 | 85.25 | 83.72 | 84.81 | 82.84 |
| 573 | 372 | 72 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.05 | 88.55 | 85.50 | 86.29 | 86.91 | 87.67 | 86.63 | 88.68 | 85.79 | 87.24 | 88.05 | 88.60 | 87.95 | 88.42 | 87.66 | 88.22 | 86.78 | 88.36 | 87.99 | 87.42 | 84.14 | 85.20 | 84.73 | 85.86 | 85.97 | 87.61 |
| 574 | 372 | 72 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 85.81 | 87.67 | 86.45 | 89.01 | 87.66 | 89.10 | 86.87 | 86.10 | 87.93 | 86.56 | 87.23 | 87.62 | 87.32 | 87.05 | 85.17 | 88.10 | 87.50 | 87.66 | 87.15 | 88.71 | 83.85 | 86.04 | 86.78 | 86.09 | 87.82 | 86.65 |
| 575 | 372 | 72 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 86.54 | 86.80 | 86.84 | 87.47 | 88.18 | 88.27 | 85.77 | 87.89 | 86.75 | 87.92 | 87.46 | 87.88 | 86.90 | 88.90 | 87.54 | 89.46 | 89.21 | 86.70 | 88.56 | 88.50 | 86.63 | 85.47 | 85.81 | 86.52 | 88.67 | 84.92 |
| 604 | 372 | 72 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.91 | 90.30 | 87.29 | 87.77 | 87.51 | 88.99 | 88.94 | 88.68 | 87.92 | 86.30 | 90.14 | 89.65 | 89.44 | 88.63 | 86.96 | 89.60 | 87.47 | 89.73 | 89.66 | 90.70 | 87.01 | 87.59 | 87.88 | 87.18 | 88.61 | 88.63 |
| 605 | 372 | 72 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.65 | 87.69 | 88.89 | 87.37 | 88.74 | 88.65 | 87.51 | 87.96 | 87.84 | 87.74 | 88.13 | 88.34 | 88.11 | 87.56 | 87.70 | 89.01 | 88.70 | 89.89 | 89.33 | 89.67 | 88.12 | 86.84 | 89.15 | 86.08 | 89.67 | 87.08 |
| 606 | 372 | 72 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.46 | 88.51 | 88.05 | 87.78 | 87.43 | 89.66 | 88.75 | 88.10 | 88.33 | 88.25 | 89.38 | 88.48 | 88.02 | 87.88 | 88.64 | 89.32 | 87.83 | 88.68 | 88.24 | 89.95 | 89.10 | 85.46 | 86.96 | 87.40 | 87.57 | 86.19 |
| 607 | 372 | 72 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.34 | 88.47 | 87.54 | 88.47 | 87.66 | 88.62 | 89.56 | 88.80 | 88.91 | 88.09 | 88.99 | 88.10 | 89.40 | 88.88 | 88.68 | 89.37 | 87.87 | 87.84 | 88.92 | 89.44 | 85.12 | 85.18 | 87.24 | 87.68 | 87.31 | 89.10 |
| 636 | 372 | 72 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.40 | 88.56 | 86.69 | 88.44 | 87.41 | 89.07 | 88.02 | 87.71 | 87.25 | 87.16 | 90.16 | 89.05 | 89.56 | 86.61 | 87.05 | 89.50 | 87.13 | 88.16 | 89.19 | 89.02 | 87.99 | 85.93 | 87.53 | 87.42 | 86.50 | 87.59 |
| 637 | 372 | 72 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.50 | 88.37 | 88.95 | 87.39 | 88.30 | 89.53 | 88.98 | 87.70 | 87.76 | 88.45 | 90.00 | 88.45 | 89.07 | 87.91 | 87.19 | 88.95 | 89.21 | 88.36 | 89.24 | 89.46 | 86.90 | 85.71 | 89.88 | 88.70 | 86.98 | 88.58 |
| 638 | 372 | 72 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.04 | 89.56 | 88.50 | 89.34 | 87.72 | 89.46 | 88.76 | 88.46 | 88.45 | 88.52 | 88.54 | 88.95 | 88.82 | 87.59 | 88.41 | 86.95 | 90.73 | 88.61 | 90.16 | 89.67 | 87.35 | 84.86 | 87.54 | 86.00 | 85.67 | 88.37 |
| 639 | 372 | 72 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.95 | 89.03 | 88.59 | 87.92 | 88.35 | 88.95 | 88.25 | 88.49 | 88.79 | 87.26 | 89.09 | 88.28 | 86.86 | 87.66 | 87.52 | 88.07 | 87.89 | 88.76 | 88.78 | 89.92 | 87.17 | 86.63 | 89.30 | 86.10 | 86.37 | 88.24 |
| 668 | 372 | 72 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.47 | 87.54 | 88.17 | 88.44 | 88.20 | 88.18 | 87.29 | 88.55 | 88.03 | 88.10 | 90.04 | 89.45 | 88.82 | 87.71 | 88.03 | 88.54 | 89.26 | 87.38 | 89.66 | 89.71 | 85.03 | 86.25 | 86.67 | 86.18 | 85.15 | 89.14 |
| 669 | 372 | 72 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.44 | 87.55 | 88.29 | 87.77 | 86.77 | 88.67 | 87.20 | 89.71 | 88.09 | 87.37 | 88.48 | 88.46 | 88.16 | 87.31 | 90.90 | 88.34 | 89.03 | 88.00 | 89.49 | 86.98 | 88.82 | 86.81 | 88.16 | 86.19 | 86.71 | 86.51 |
| 670 | 372 | 72 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.45 | 87.18 | 87.78 | 89.59 | 88.10 | 89.42 | 88.96 | 88.59 | 88.24 | 88.52 | 87.83 | 90.28 | 89.95 | 88.55 | 87.35 | 87.18 | 88.34 | 88.93 | 89.35 | 89.40 | 87.53 | 85.33 | 86.56 | 86.99 | 85.86 | 86.29 |
| 671 | 372 | 72 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.38 | 87.20 | 88.89 | 87.13 | 87.40 | 89.63 | 87.28 | 86.56 | 88.91 | 87.16 | 89.28 | 89.93 | 89.70 | 87.58 | 87.37 | 89.01 | 87.96 | 89.46 | 88.86 | 88.96 | 85.81 | 84.96 | 89.67 | 85.68 | 87.17 | 86.82 |
| 700 | 372 | 72 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.08 | 88.90 | 87.59 | 87.87 | 89.64 | 88.55 | 89.18 | 88.63 | 89.22 | 87.09 | 89.71 | 87.93 | 88.26 | 86.66 | 88.73 | 88.51 | 88.20 | 87.78 | 89.41 | 90.29 | 87.88 | 85.61 | 89.29 | 87.05 | 87.83 | 86.60 |
| 701 | 372 | 72 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.12 | 88.52 | 87.67 | 87.78 | 89.95 | 90.20 | 87.72 | 87.82 | 89.15 | 87.12 | 89.01 | 90.08 | 87.54 | 88.37 | 88.76 | 88.48 | 87.23 | 89.23 | 90.48 | 89.20 | 87.51 | 86.74 | 88.52 | 86.97 | 88.19 | 86.36 |
| 702 | 372 | 72 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.22 | 89.18 | 88.77 | 88.41 | 88.86 | 88.92 | 88.55 | 88.54 | 86.87 | 88.30 | 88.02 | 88.76 | 88.43 | 87.97 | 89.96 | 88.79 | 89.45 | 88.51 | 88.96 | 89.45 | 87.81 | 87.62 | 88.66 | 88.19 | 86.93 | 89.62 |
| 703 | 372 | 72 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.80 | 88.70 | 88.36 | 88.15 | 87.68 | 89.67 | 88.82 | 87.55 | 88.10 | 88.34 | 90.09 | 89.48 | 91.08 | 88.75 | 88.93 | 89.49 | 89.82 | 90.25 | 89.99 | 88.97 | 88.00 | 87.62 | 88.08 | 85.69 | 87.16 | 87.28 |
| 732 | 372 | 72 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.96 | 87.72 | 86.92 | 89.03 | 89.16 | 90.01 | 88.67 | 88.15 | 87.56 | 85.77 | 88.31 | 89.35 | 87.83 | 88.40 | 88.34 | 89.74 | 86.81 | 88.66 | 88.77 | 89.30 | 85.65 | 87.39 | 87.68 | 87.91 | 89.20 | 88.09 |
| 733 | 372 | 72 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.88 | 87.70 | 87.52 | 89.91 | 87.47 | 89.24 | 88.90 | 88.60 | 89.26 | 87.56 | 89.18 | 90.11 | 89.43 | 87.15 | 89.41 | 89.31 | 87.79 | 88.49 | 89.59 | 87.52 | 86.28 | 87.76 | 90.43 | 87.71 | 88.49 | 88.77 |
| 734 | 372 | 72 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.70 | 87.30 | 86.12 | 88.47 | 89.19 | 88.80 | 87.93 | 88.46 | 88.25 | 87.69 | 88.91 | 89.24 | 90.00 | 88.17 | 88.98 | 88.72 | 88.05 | 88.28 | 88.96 | 89.30 | 88.46 | 86.69 | 86.85 | 85.80 | 88.61 | 87.77 |
| 735 | 372 | 72 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.92 | 89.20 | 88.94 | 87.62 | 87.90 | 88.95 | 88.89 | 88.78 | 88.84 | 88.81 | 89.50 | 89.26 | 88.29 | 87.87 | 89.54 | 88.49 | 89.28 | 87.52 | 90.53 | 89.03 | 89.15 | 86.27 | 89.42 | 86.50 | 88.02 | 87.78 |
| 764 | 372 | 72 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.32 | 87.49 | 88.38 | 88.69 | 86.27 | 89.67 | 89.00 | 89.33 | 89.30 | 88.49 | 90.69 | 89.19 | 88.81 | 87.75 | 88.70 | 88.73 | 89.32 | 89.79 | 89.70 | 89.80 | 87.31 | 86.32 | 87.76 | 86.85 | 88.36 | 89.04 |
| 765 | 372 | 72 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.74 | 88.10 | 87.24 | 89.38 | 87.65 | 87.88 | 88.20 | 87.22 | 87.61 | 87.74 | 88.61 | 87.97 | 88.12 | 88.85 | 88.91 | 89.22 | 88.63 | 90.37 | 89.44 | 88.55 | 85.29 | 87.02 | 88.86 | 86.68 | 86.93 | 88.18 |
| 766 | 372 | 72 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.92 | 88.26 | 88.26 | 88.60 | 89.06 | 89.30 | 87.25 | 89.02 | 89.17 | 88.65 | 90.44 | 88.86 | 88.15 | 87.62 | 88.79 | 87.23 | 87.26 | 88.52 | 89.18 | 88.53 | 87.44 | 86.45 | 90.21 | 87.64 | 86.18 | 86.60 |
| 767 | 372 | 72 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.60 | 88.68 | 87.40 | 88.02 | 89.15 | 88.69 | 87.69 | 88.02 | 87.47 | 87.45 | 90.42 | 88.51 | 88.50 | 87.63 | 86.75 | 89.04 | 88.77 | 90.02 | 88.60 | 88.45 | 84.94 | 86.38 | 88.51 | 86.93 | 89.78 | 86.57 |
| 796 | 372 | 72 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 87.21 | 89.66 | 87.47 | 88.61 | 88.70 | 89.38 | 89.15 | 88.25 | 88.30 | 88.84 | 89.21 | 88.91 | 88.23 | 89.10 | 88.76 | 88.28 | 88.57 | 88.58 | 88.64 | 87.80 | 89.00 | 88.59 | 88.68 | 87.61 | 87.73 | 87.93 |
| 797 | 372 | 72 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.13 | 88.25 | 88.94 | 88.38 | 87.40 | 89.12 | 88.94 | 87.09 | 87.02 | 88.28 | 89.29 | 88.92 | 87.35 | 89.01 | 87.50 | 86.64 | 88.31 | 89.12 | 90.17 | 90.60 | 88.95 | 88.88 | 88.76 | 85.86 | 87.31 | 86.60 |
| 798 | 372 | 72 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.97 | 88.52 | 88.16 | 88.18 | 88.65 | 88.43 | 88.24 | 88.19 | 88.84 | 87.90 | 90.66 | 89.52 | 88.73 | 89.22 | 89.03 | 88.49 | 88.53 | 87.46 | 89.22 | 89.66 | 88.70 | 87.24 | 87.72 | 87.64 | 86.07 | 87.34 |
| 799 | 372 | 72 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.87 | 88.62 | 86.71 | 87.18 | 85.90 | 89.22 | 86.99 | 88.18 | 88.98 | 87.69 | 88.71 | 87.05 | 88.62 | 88.66 | 87.59 | 87.68 | 87.23 | 87.94 | 87.71 | 88.96 | 87.54 | 84.87 | 89.09 | 88.00 | 87.93 | 87.16 |
| 828 | 372 | 72 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.19 | 87.13 | 87.91 | 89.41 | 87.86 | 89.90 | 89.59 | 88.88 | 88.97 | 88.25 | 89.43 | 88.78 | 88.09 | 89.08 | 89.26 | 88.99 | 88.44 | 89.22 | 89.43 | 89.46 | 86.20 | 89.36 | 89.35 | 88.02 | 87.47 | 88.45 |
| 829 | 372 | 72 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.21 | 88.26 | 86.84 | 87.42 | 87.94 | 89.42 | 87.98 | 87.58 | 87.52 | 86.79 | 89.21 | 88.84 | 89.22 | 88.89 | 89.13 | 89.19 | 88.59 | 89.41 | 88.89 | 89.39 | 89.67 | 85.42 | 89.43 | 85.40 | 88.40 | 85.87 |
| 830 | 372 | 72 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.00 | 88.23 | 88.41 | 89.05 | 87.87 | 88.25 | 88.16 | 88.17 | 88.22 | 88.73 | 89.22 | 89.39 | 88.23 | 86.92 | 88.34 | 87.70 | 89.15 | 89.47 | 89.12 | 89.22 | 84.76 | 86.15 | 86.01 | 87.47 | 89.22 | 89.26 |
| 831 | 372 | 72 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 90.06 | 88.82 | 87.03 | 88.67 | 89.11 | 88.98 | 87.58 | 88.69 | 88.48 | 88.76 | 88.98 | 89.48 | 90.10 | 88.79 | 87.86 | 89.77 | 88.76 | 88.43 | 88.76 | 90.36 | 87.48 | 86.68 | 87.79 | 85.66 | 85.62 | 85.70 |
| 860 | 372 | 72 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.18 | 87.95 | 88.18 | 87.95 | 87.58 | 89.22 | 89.35 | 88.94 | 88.04 | 87.46 | 87.94 | 89.94 | 87.14 | 88.52 | 86.60 | 88.26 | 88.96 | 87.55 | 87.74 | 88.43 | 84.36 | 87.16 | 87.90 | 85.56 | 86.39 | 88.90 |
| 861 | 372 | 72 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 87.79 | 89.25 | 88.29 | 88.36 | 88.21 | 89.79 | 87.59 | 86.57 | 89.14 | 88.29 | 89.48 | 89.64 | 88.90 | 88.28 | 88.22 | 89.03 | 86.57 | 88.22 | 88.79 | 88.83 | 85.27 | 86.05 | 89.03 | 89.26 | 85.79 | 86.30 |
| 862 | 372 | 72 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 86.41 | 90.13 | 87.86 | 89.13 | 88.19 | 87.73 | 87.13 | 89.18 | 87.80 | 89.05 | 88.63 | 88.11 | 89.41 | 87.56 | 88.41 | 88.09 | 87.97 | 89.18 | 89.98 | 89.18 | 85.61 | 84.78 | 85.69 | 84.65 | 89.21 | 88.47 |
| 863 | 372 | 72 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.89 | 88.65 | 87.47 | 88.75 | 89.55 | 90.01 | 88.50 | 88.02 | 87.13 | 88.61 | 87.93 | 88.86 | 89.17 | 87.71 | 88.97 | 89.47 | 87.77 | 88.53 | 90.25 | 89.28 | 85.45 | 86.38 | 88.54 | 85.68 | 86.36 | 88.04 |
| 892 | 372 | 72 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.27 | 87.24 | 88.02 | 88.51 | 87.54 | 88.72 | 89.01 | 89.11 | 86.12 | 87.49 | 89.42 | 90.04 | 88.12 | 87.78 | 88.23 | 89.13 | 88.73 | 88.87 | 89.73 | 88.88 | 89.55 | 88.88 | 88.09 | 87.03 | 88.80 | 87.90 |
| 893 | 372 | 72 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.35 | 90.21 | 88.41 | 87.64 | 88.43 | 90.48 | 85.98 | 89.82 | 87.00 | 89.59 | 89.69 | 89.72 | 90.66 | 89.68 | 89.60 | 89.61 | 89.66 | 88.63 | 90.17 | 89.43 | 87.64 | 86.21 | 89.55 | 89.06 | 88.31 | 88.84 |
| 894 | 372 | 72 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.02 | 87.77 | 87.74 | 88.38 | 88.01 | 89.91 | 88.91 | 88.42 | 88.85 | 87.55 | 88.75 | 88.75 | 87.47 | 88.53 | 88.07 | 90.92 | 88.05 | 87.20 | 87.97 | 87.60 | 89.83 | 85.97 | 88.67 | 87.38 | 87.69 | 86.73 |
| 895 | 372 | 72 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.21 | 89.01 | 88.92 | 89.79 | 89.17 | 88.53 | 88.93 | 88.92 | 88.94 | 88.06 | 89.37 | 89.14 | 88.58 | 89.95 | 87.15 | 88.86 | 88.08 | 89.24 | 89.35 | 89.87 | 87.67 | 86.48 | 88.95 | 87.03 | 89.23 | 89.05 |
| 924 | 372 | 72 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.95 | 87.73 | 88.57 | 89.43 | 89.60 | 88.97 | 88.37 | 88.98 | 88.19 | 87.60 | 89.85 | 88.98 | 87.43 | 87.62 | 88.49 | 89.44 | 89.10 | 89.32 | 89.83 | 89.13 | 85.12 | 87.20 | 87.40 | 88.46 | 86.47 | 86.48 |
| 925 | 372 | 72 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.53 | 88.06 | 89.29 | 88.47 | 89.12 | 89.11 | 88.77 | 88.49 | 87.48 | 86.39 | 89.45 | 89.83 | 89.44 | 87.28 | 85.29 | 88.49 | 88.22 | 89.78 | 88.74 | 89.04 | 89.56 | 86.84 | 87.43 | 87.28 | 88.58 | 87.99 |
| 926 | 372 | 72 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.42 | 88.44 | 87.18 | 86.14 | 87.99 | 88.99 | 87.64 | 88.27 | 88.60 | 86.89 | 88.23 | 88.81 | 88.73 | 88.68 | 86.00 | 88.57 | 87.90 | 90.04 | 89.71 | 88.93 | 86.63 | 85.21 | 89.93 | 86.72 | 85.92 | 88.23 |
| 927 | 372 | 72 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.63 | 87.58 | 87.00 | 89.89 | 87.88 | 89.40 | 88.37 | 87.42 | 86.59 | 87.29 | 88.95 | 88.21 | 89.67 | 88.16 | 87.53 | 89.94 | 89.34 | 88.98 | 89.65 | 87.90 | 87.15 | 85.61 | 88.43 | 86.81 | 86.09 | 87.95 |
| 956 | 372 | 72 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.33 | 89.99 | 88.22 | 88.36 | 88.62 | 89.74 | 86.35 | 89.14 | 87.52 | 86.12 | 88.70 | 88.78 | 89.00 | 88.92 | 90.75 | 88.54 | 89.36 | 89.91 | 89.25 | 90.20 | 89.29 | 85.96 | 86.36 | 86.47 | 89.18 | 87.52 |
| 957 | 372 | 72 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.41 | 88.73 | 88.48 | 89.19 | 88.63 | 89.79 | 88.73 | 88.80 | 88.76 | 88.58 | 90.36 | 89.91 | 88.37 | 88.83 | 87.95 | 87.59 | 86.84 | 88.72 | 90.41 | 88.99 | 89.34 | 87.56 | 89.54 | 84.87 | 86.04 | 89.07 |
| 958 | 372 | 72 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.64 | 88.19 | 89.26 | 88.20 | 89.18 | 89.98 | 89.20 | 88.09 | 89.45 | 87.22 | 88.93 | 88.64 | 89.50 | 86.95 | 87.23 | 88.78 | 89.26 | 87.73 | 87.27 | 89.81 | 86.01 | 87.62 | 87.44 | 87.18 | 88.13 | 88.43 |
| 959 | 372 | 72 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.90 | 87.69 | 89.19 | 88.63 | 87.33 | 89.96 | 86.91 | 87.19 | 89.23 | 87.35 | 89.21 | 88.87 | 88.27 | 88.53 | 89.21 | 88.52 | 86.62 | 89.78 | 88.40 | 88.88 | 86.79 | 87.45 | 88.58 | 86.84 | 86.61 | 90.21 |
| 988 | 372 | 72 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.70 | 89.15 | 88.15 | 87.18 | 86.32 | 89.11 | 87.72 | 86.93 | 87.67 | 88.46 | 89.63 | 89.24 | 89.18 | 88.23 | 88.02 | 88.16 | 87.77 | 88.89 | 90.16 | 89.61 | 86.78 | 87.07 | 87.57 | 87.85 | 88.67 | 87.30 |
| 989 | 372 | 72 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.16 | 88.47 | 87.91 | 88.40 | 88.22 | 89.69 | 89.38 | 87.47 | 86.97 | 87.63 | 89.21 | 87.26 | 87.69 | 88.13 | 87.92 | 89.20 | 88.81 | 88.27 | 87.84 | 88.41 | 88.24 | 85.52 | 86.87 | 85.95 | 86.91 | 88.12 |
| 990 | 372 | 72 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.99 | 89.19 | 88.48 | 87.37 | 87.23 | 87.11 | 87.92 | 89.65 | 88.43 | 88.94 | 88.50 | 89.38 | 88.66 | 89.61 | 89.38 | 87.62 | 88.34 | 88.93 | 89.29 | 89.65 | 85.43 | 87.55 | 89.37 | 88.37 | 88.67 | 88.87 |
| 991 | 372 | 72 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.87 | 88.95 | 87.84 | 89.07 | 89.91 | 88.07 | 88.25 | 88.64 | 89.13 | 86.79 | 89.34 | 90.47 | 88.83 | 89.15 | 88.32 | 89.83 | 88.42 | 88.13 | 90.41 | 90.03 | 87.86 | 87.68 | 89.23 | 89.39 | 88.45 | 89.07 |
| 1020 | 372 | 72 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.95 | 88.35 | 88.22 | 88.48 | 87.66 | 90.43 | 87.74 | 87.39 | 88.19 | 88.49 | 89.99 | 87.83 | 90.17 | 88.72 | 87.99 | 87.35 | 88.47 | 88.51 | 88.78 | 89.08 | 86.77 | 88.71 | 89.05 | 85.78 | 88.51 | 86.23 |
| 1021 | 372 | 72 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.39 | 89.13 | 88.88 | 87.96 | 87.76 | 88.86 | 89.36 | 88.49 | 88.80 | 86.91 | 89.75 | 88.14 | 90.22 | 89.21 | 88.32 | 88.16 | 90.44 | 90.27 | 89.91 | 89.38 | 85.84 | 88.12 | 88.14 | 88.17 | 89.53 | 88.39 |
| 1022 | 372 | 72 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.93 | 88.50 | 87.50 | 88.37 | 89.51 | 89.62 | 88.38 | 89.83 | 88.10 | 89.19 | 90.12 | 89.34 | 88.12 | 88.18 | 86.71 | 89.79 | 88.03 | 89.15 | 89.17 | 91.24 | 87.50 | 87.62 | 87.21 | 89.22 | 86.14 | 88.57 |
| 1023 | 372 | 72 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.64 | 87.92 | 88.39 | 87.64 | 87.95 | 88.12 | 87.72 | 89.52 | 88.68 | 89.40 | 90.17 | 88.58 | 89.59 | 87.52 | 88.49 | 90.59 | 88.84 | 90.26 | 89.26 | 90.49 | 88.70 | 85.78 | 89.26 | 85.54 | 87.91 | 89.31 |
| 1052 | 372 | 72 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.21 | 88.53 | 89.26 | 88.70 | 88.85 | 89.13 | 87.43 | 89.14 | 88.21 | 88.70 | 90.15 | 90.21 | 88.14 | 87.26 | 87.75 | 88.49 | 89.25 | 89.78 | 88.61 | 88.25 | 88.45 | 88.86 | 88.27 | 88.06 | 87.32 | 89.29 |
| 1053 | 372 | 72 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.02 | 89.01 | 88.68 | 88.67 | 87.47 | 88.84 | 88.99 | 89.02 | 88.44 | 87.89 | 89.73 | 90.04 | 87.14 | 86.59 | 88.66 | 88.16 | 88.80 | 89.83 | 88.27 | 90.49 | 84.39 | 86.67 | 86.64 | 87.14 | 89.90 | 86.66 |
| 1054 | 372 | 72 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.64 | 88.32 | 89.74 | 87.90 | 88.67 | 89.30 | 86.80 | 87.34 | 86.97 | 86.99 | 89.45 | 88.44 | 87.30 | 87.39 | 88.48 | 88.46 | 88.79 | 87.86 | 88.41 | 88.90 | 87.51 | 87.72 | 89.12 | 86.59 | 87.73 | 85.40 |
| 1055 | 372 | 72 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.20 | 89.15 | 87.95 | 88.93 | 88.40 | 87.97 | 88.21 | 89.20 | 88.37 | 88.29 | 90.64 | 88.65 | 87.88 | 88.35 | 89.73 | 88.44 | 88.39 | 88.02 | 87.65 | 90.33 | 88.41 | 88.41 | 89.35 | 86.45 | 87.33 | 86.37 |
| 1084 | 372 | 72 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.69 | 89.19 | 87.49 | 89.41 | 88.31 | 88.04 | 88.49 | 87.22 | 87.90 | 88.48 | 87.39 | 87.89 | 87.75 | 88.13 | 88.30 | 87.21 | 88.81 | 89.39 | 88.71 | 89.76 | 87.32 | 88.63 | 88.01 | 86.79 | 87.11 | 87.60 |
| 1085 | 372 | 72 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.16 | 88.95 | 87.92 | 88.03 | 87.77 | 88.97 | 89.27 | 87.86 | 87.53 | 88.56 | 88.92 | 88.26 | 90.12 | 88.13 | 88.86 | 89.99 | 87.30 | 87.38 | 89.47 | 90.18 | 89.17 | 89.06 | 88.29 | 87.76 | 87.95 | 88.32 |
| 1086 | 372 | 72 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 88.85 | 90.03 | 87.88 | 89.85 | 89.69 | 88.15 | 88.47 | 88.55 | 89.22 | 88.88 | 88.04 | 90.44 | 90.34 | 88.94 | 88.99 | 88.06 | 87.14 | 88.15 | 89.67 | 88.04 | 87.16 | 85.02 | 88.59 | 86.03 | 87.85 | 87.34 |
| 1087 | 372 | 72 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.09 | 88.84 | 88.73 | 88.61 | 88.92 | 89.52 | 89.03 | 88.31 | 87.44 | 88.03 | 89.59 | 89.39 | 88.77 | 88.24 | 87.64 | 88.77 | 88.01 | 88.97 | 88.77 | 90.26 | 87.10 | 86.54 | 89.47 | 88.75 | 89.79 | 87.73 |
| 1116 | 372 | 72 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 88.47 | 88.52 | 89.67 | 88.92 | 88.64 | 88.20 | 88.73 | 88.28 | 88.21 | 86.33 | 89.23 | 88.52 | 88.27 | 88.40 | 88.15 | 88.64 | 88.30 | 88.85 | 88.46 | 89.17 | 89.17 | 85.75 | 85.84 | 85.87 | 87.09 | 87.94 |
| 1117 | 372 | 72 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 90.15 | 87.48 | 87.99 | 88.60 | 88.14 | 89.45 | 88.68 | 89.16 | 87.77 | 88.17 | 89.99 | 88.97 | 88.38 | 86.90 | 88.68 | 88.34 | 87.97 | 88.73 | 88.91 | 89.22 | 85.46 | 87.49 | 86.97 | 85.29 | 87.24 | 87.06 |
| 1118 | 372 | 72 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.84 | 87.19 | 87.77 | 88.61 | 89.32 | 88.93 | 89.27 | 88.13 | 87.53 | 88.33 | 89.95 | 89.15 | 88.49 | 88.89 | 88.75 | 88.81 | 86.97 | 88.34 | 89.07 | 89.63 | 87.42 | 86.51 | 90.08 | 86.26 | 86.93 | 85.15 |
| 1119 | 372 | 72 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 90.94 | 89.94 | 88.42 | 87.96 | 86.91 | 89.28 | 88.92 | 85.96 | 88.96 | 87.87 | 87.93 | 89.50 | 88.40 | 88.61 | 88.29 | 86.92 | 89.92 | 87.86 | 89.10 | 88.14 | 88.98 | 87.90 | 90.05 | 86.08 | 88.40 | 89.38 |
| 1148 | 372 | 72 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.13 | 89.10 | 88.29 | 87.74 | 88.71 | 89.74 | 87.53 | 90.47 | 87.99 | 88.74 | 88.95 | 88.92 | 88.13 | 90.00 | 88.44 | 87.95 | 88.26 | 90.47 | 89.85 | 88.52 | 88.17 | 85.93 | 87.19 | 85.14 | 86.76 | 87.55 |
| 1149 | 372 | 72 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 86.18 | 89.16 | 87.93 | 88.09 | 88.20 | 89.01 | 88.57 | 89.38 | 86.97 | 87.65 | 90.47 | 88.19 | 88.06 | 88.58 | 88.92 | 89.36 | 88.18 | 88.24 | 90.51 | 89.58 | 86.95 | 85.42 | 85.50 | 86.45 | 88.87 | 87.57 |
| 1150 | 372 | 72 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 88.88 | 89.84 | 87.95 | 87.86 | 88.46 | 88.52 | 87.24 | 87.30 | 87.99 | 87.81 | 87.67 | 88.51 | 87.38 | 87.48 | 87.40 | 88.91 | 87.71 | 88.59 | 88.71 | 88.52 | 83.48 | 85.89 | 88.85 | 87.22 | 85.80 | 86.39 |
| 1151 | 372 | 72 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 89.18 | 89.66 | 88.51 | 88.86 | 88.91 | 88.15 | 87.84 | 88.95 | 89.41 | 87.41 | 89.18 | 88.24 | 89.20 | 90.19 | 88.40 | 87.49 | 87.50 | 88.19 | 90.44 | 89.48 | 86.36 | 88.11 | 89.48 | 86.97 | 86.93 | 87.26 |
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 28 | 372 | 72 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.36 | 87.19 | 92.59 | 90.20 | 87.93 | 90.08 | 91.56 | 87.37 | 86.10 | 88.81 | 88.20 | 89.08 | 90.56 | 90.21 | 89.24 | 89.64 | 87.44 | 80.92 | 91.03 | 91.59 | 89.04 | 88.93 | 90.35 | 89.36 | 88.23 | 85.23 |
| 29 | 372 | 72 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.54 | 92.17 | 91.65 | 87.77 | 88.68 | 87.76 | 89.49 | 91.09 | 86.49 | 89.68 | 89.33 | 87.07 | 88.39 | 87.38 | 88.54 | 89.66 | 88.66 | 89.55 | 90.16 | 90.29 | 88.54 | 88.34 | 85.61 | 88.71 | 86.68 | 89.30 |
| 30 | 372 | 72 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 90.48 | 89.74 | 92.12 | 88.82 | 91.95 | 89.43 | 89.66 | 87.97 | 90.71 | 88.75 | 90.16 | 88.84 | 91.30 | 90.30 | 91.57 | 91.43 | 87.35 | 90.13 | 89.83 | 88.39 | 89.11 | 86.32 | 88.21 | 89.29 | 88.73 | 88.53 |
| 31 | 372 | 72 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 91.81 | 91.79 | 91.63 | 91.46 | 89.04 | 89.46 | 91.96 | 91.08 | 91.35 | 90.83 | 91.89 | 88.94 | 91.89 | 92.39 | 89.55 | 92.14 | 91.05 | 89.24 | 88.70 | 89.46 | 89.09 | 91.32 | 93.12 | 92.36 | 90.10 | 89.06 |
| 60 | 372 | 72 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.88 | 90.38 | 91.14 | 91.91 | 92.19 | 87.20 | 92.09 | 92.71 | 93.34 | 89.04 | 92.11 | 88.95 | 90.71 | 90.91 | 92.33 | 92.66 | 90.28 | 91.54 | 91.26 | 91.22 | 87.91 | 90.10 | 90.49 | 89.89 | 92.62 | 89.19 |
| 61 | 372 | 72 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 92.02 | 91.59 | 91.73 | 91.24 | 92.00 | 90.28 | 89.85 | 91.51 | 89.79 | 91.56 | 90.72 | 89.14 | 90.67 | 90.91 | 89.85 | 91.20 | 90.64 | 92.04 | 92.25 | 90.37 | 91.82 | 89.25 | 92.42 | 87.65 | 90.41 | 91.58 |
| 62 | 372 | 72 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.26 | 93.03 | 91.26 | 93.05 | 91.63 | 90.04 | 90.97 | 91.29 | 89.43 | 88.12 | 89.48 | 92.46 | 92.04 | 90.46 | 90.09 | 92.58 | 92.26 | 92.50 | 92.87 | 91.23 | 90.18 | 91.36 | 92.79 | 90.58 | 89.28 | 92.62 |
| 63 | 372 | 72 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.13 | 92.24 | 91.26 | 89.01 | 91.60 | 90.77 | 89.77 | 93.03 | 91.52 | 88.19 | 92.07 | 91.56 | 92.50 | 92.48 | 89.85 | 89.63 | 91.91 | 89.51 | 89.94 | 91.06 | 91.63 | 91.41 | 91.76 | 90.18 | 89.34 | 90.89 |
| 92 | 372 | 72 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.55 | 89.94 | 91.34 | 90.88 | 91.43 | 86.94 | 91.14 | 90.45 | 88.97 | 91.12 | 91.61 | 90.25 | 91.15 | 91.61 | 90.54 | 90.94 | 91.17 | 89.45 | 88.64 | 89.92 | 90.78 | 89.76 | 88.94 | 92.01 | 91.10 | 88.86 |
| 93 | 372 | 72 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.59 | 90.97 | 90.47 | 91.24 | 91.64 | 90.41 | 91.24 | 90.06 | 93.02 | 92.45 | 91.30 | 91.53 | 92.28 | 90.42 | 89.78 | 91.51 | 88.30 | 91.99 | 91.17 | 90.41 | 92.34 | 91.23 | 92.51 | 88.95 | 89.79 | 89.46 |
| 94 | 372 | 72 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.62 | 91.82 | 91.72 | 91.66 | 91.97 | 89.03 | 93.77 | 92.33 | 92.82 | 92.94 | 90.35 | 91.99 | 91.92 | 91.89 | 89.69 | 90.48 | 91.63 | 92.32 | 93.18 | 90.71 | 89.70 | 88.29 | 90.98 | 90.70 | 90.24 | 89.61 |
| 95 | 372 | 72 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 24.42 | 89.30 | 90.10 | 90.28 | 90.55 | 90.56 | 90.17 | 91.79 | 92.18 | 88.05 | 91.00 | 93.68 | 90.64 | 90.29 | 92.10 | 89.40 | 90.50 | 88.98 | 93.10 | 93.48 | 91.65 | 91.11 | 89.77 | 90.56 | 90.12 | 88.80 |
| 124 | 372 | 72 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.77 | 91.03 | 91.32 | 91.42 | 90.48 | 90.62 | 88.60 | 87.39 | 89.45 | 88.66 | 87.03 | 88.78 | 92.78 | 87.37 | 88.73 | 90.67 | 86.89 | 89.10 | 93.07 | 93.04 | 90.84 | 87.90 | 87.73 | 87.80 | 89.31 | 90.24 |
| 125 | 372 | 72 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.69 | 90.45 | 88.77 | 87.49 | 91.27 | 90.37 | 92.29 | 89.86 | 89.94 | 88.28 | 91.68 | 89.77 | 89.44 | 89.96 | 88.08 | 89.81 | 89.01 | 90.76 | 92.78 | 90.07 | 88.95 | 88.09 | 92.95 | 90.56 | 90.76 | 89.58 |
| 126 | 372 | 72 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 91.82 | 91.20 | 91.04 | 90.61 | 88.71 | 90.41 | 89.51 | 88.09 | 90.61 | 90.21 | 91.14 | 91.28 | 92.30 | 91.47 | 87.79 | 93.78 | 91.06 | 90.54 | 92.76 | 90.13 | 90.58 | 87.93 | 90.26 | 89.57 | 90.32 | 87.38 |
| 127 | 372 | 72 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 91.32 | 91.18 | 93.19 | 91.18 | 89.90 | 88.77 | 88.02 | 90.47 | 90.82 | 89.27 | 91.54 | 88.32 | 92.23 | 89.15 | 89.45 | 88.47 | 91.12 | 90.44 | 91.83 | 90.59 | 91.47 | 91.37 | 91.18 | 89.48 | 89.81 | 89.05 |
| 156 | 372 | 72 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 92.03 | 90.09 | 92.09 | 91.49 | 91.03 | 87.98 | 91.36 | 90.89 | 90.35 | 88.84 | 91.72 | 87.98 | 91.09 | 90.69 | 88.71 | 89.44 | 90.77 | 92.36 | 92.47 | 90.20 | 89.21 | 90.60 | 92.65 | 90.19 | 90.62 | 88.86 |
| 157 | 372 | 72 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 93.57 | 92.29 | 91.92 | 89.78 | 91.06 | 90.76 | 88.33 | 90.09 | 90.13 | 89.22 | 91.09 | 90.89 | 90.27 | 91.20 | 89.91 | 91.99 | 92.35 | 89.61 | 91.65 | 94.37 | 91.05 | 89.36 | 89.80 | 90.90 | 89.63 | 89.89 |
| 158 | 372 | 72 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 91.97 | 89.73 | 91.79 | 92.17 | 89.70 | 91.75 | 91.14 | 90.59 | 92.97 | 91.73 | 93.49 | 91.04 | 91.61 | 92.76 | 90.19 | 90.76 | 91.86 | 88.44 | 92.44 | 93.62 | 88.83 | 90.91 | 93.05 | 91.00 | 91.10 | 90.46 |
| 159 | 372 | 72 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 91.59 | 91.28 | 92.07 | 89.10 | 92.45 | 90.34 | 91.66 | 90.06 | 92.05 | 91.61 | 92.65 | 89.21 | 93.61 | 91.70 | 89.64 | 90.46 | 92.47 | 92.38 | 92.46 | 90.58 | 91.00 | 87.54 | 92.56 | 88.21 | 89.56 | 87.73 |
| 188 | 372 | 72 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 90.52 | 87.58 | 89.78 | 91.77 | 86.12 | 90.52 | 92.34 | 91.68 | 92.51 | 89.33 | 89.72 | 91.78 | 92.57 | 90.57 | 91.87 | 91.41 | 89.67 | 89.54 | 91.40 | 91.39 | 91.32 | 90.97 | 90.67 | 89.65 | 89.15 | 89.42 |
| 189 | 372 | 72 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 91.18 | 91.28 | 92.81 | 92.23 | 94.37 | 92.10 | 91.19 | 90.71 | 91.73 | 92.42 | 90.86 | 90.88 | 92.14 | 91.81 | 90.82 | 92.53 | 91.46 | 92.03 | 91.43 | 91.49 | 90.13 | 90.65 | 91.92 | 90.81 | 90.49 | 91.70 |
| 190 | 372 | 72 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 93.11 | 91.40 | 92.18 | 93.65 | 92.05 | 90.24 | 90.73 | 91.36 | 92.49 | 92.01 | 87.50 | 90.12 | 90.37 | 90.48 | 92.21 | 91.00 | 91.09 | 90.96 | 91.80 | 90.88 | 92.59 | 91.07 | 91.51 | 91.13 | 91.27 | 89.07 |
| 191 | 372 | 72 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 91.85 | 92.27 | 92.86 | 89.15 | 91.53 | 89.13 | 90.70 | 92.66 | 92.76 | 91.35 | 91.75 | 91.49 | 92.97 | 92.20 | 89.42 | 90.30 | 91.96 | 90.03 | 93.41 | 92.31 | 88.20 | 90.74 | 90.29 | 90.21 | 89.58 | 91.46 |
| 220 | 372 | 72 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 89.79 | 90.79 | 90.49 | 88.15 | 89.18 | 88.16 | 89.59 | 90.88 | 87.47 | 89.42 | 89.67 | 93.09 | 86.98 | 91.15 | 88.48 | 89.48 | 92.65 | 91.15 | 93.26 | 93.11 | 89.03 | 91.18 | 92.22 | 90.16 | 89.97 | 88.87 |
| 221 | 372 | 72 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 91.14 | 91.24 | 91.09 | 89.81 | 91.58 | 90.73 | 24.42 | 91.69 | 90.97 | 88.47 | 91.49 | 89.33 | 92.60 | 92.98 | 92.64 | 92.00 | 91.89 | 87.84 | 91.44 | 91.61 | 92.12 | 91.39 | 91.50 | 90.41 | 89.08 | 89.62 |
| 222 | 372 | 72 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 93.21 | 87.69 | 93.08 | 90.45 | 89.93 | 91.76 | 90.77 | 88.69 | 91.71 | 89.10 | 87.97 | 91.28 | 90.46 | 90.05 | 90.82 | 90.22 | 90.14 | 89.75 | 89.27 | 89.93 | 90.28 | 90.31 | 92.55 | 90.55 | 90.02 | 90.40 |
| 223 | 372 | 72 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.68 | 89.97 | 92.77 | 90.21 | 92.30 | 88.29 | 86.38 | 90.68 | 88.65 | 90.95 | 88.61 | 89.48 | 89.13 | 90.06 | 87.88 | 91.92 | 89.42 | 89.35 | 92.03 | 91.71 | 90.10 | 89.97 | 91.63 | 88.21 | 89.55 | 86.90 |
| 252 | 372 | 72 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 91.00 | 92.21 | 92.93 | 90.24 | 90.92 | 89.91 | 91.29 | 91.04 | 89.78 | 89.72 | 90.91 | 92.39 | 93.86 | 90.87 | 88.93 | 92.12 | 90.86 | 90.58 | 89.84 | 92.00 | 89.74 | 91.08 | 89.34 | 89.85 | 89.79 | 88.19 |
| 253 | 372 | 72 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 92.48 | 91.14 | 92.23 | 91.24 | 92.40 | 91.68 | 91.58 | 93.73 | 92.08 | 89.20 | 94.47 | 87.73 | 91.61 | 91.45 | 90.92 | 91.42 | 91.12 | 89.85 | 90.89 | 91.38 | 93.44 | 92.23 | 91.78 | 91.12 | 90.40 | 89.28 |
| 254 | 372 | 72 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 91.76 | 90.46 | 92.51 | 90.42 | 90.78 | 91.82 | 92.55 | 93.28 | 92.39 | 90.66 | 92.18 | 87.65 | 92.53 | 92.31 | 90.01 | 89.01 | 90.13 | 88.70 | 89.96 | 89.69 | 90.38 | 92.13 | 90.19 | 90.55 | 90.12 | 90.75 |
| 255 | 372 | 72 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.95 | 91.65 | 90.00 | 90.02 | 89.02 | 92.75 | 92.44 | 90.66 | 90.60 | 92.00 | 89.29 | 91.78 | 91.61 | 92.85 | 91.35 | 89.34 | 91.80 | 88.28 | 92.76 | 92.01 | 91.38 | 90.37 | 87.65 | 89.65 | 88.28 | 90.30 |
| 284 | 372 | 72 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 91.53 | 91.70 | 90.86 | 93.24 | 90.82 | 88.73 | 93.71 | 92.77 | 91.58 | 92.94 | 89.64 | 90.11 | 92.00 | 91.89 | 89.28 | 90.00 | 92.37 | 93.55 | 92.60 | 90.56 | 88.48 | 89.47 | 90.76 | 89.69 | 88.09 | 89.92 |
| 285 | 372 | 72 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.87 | 91.30 | 90.69 | 92.49 | 91.90 | 90.45 | 91.79 | 91.69 | 92.35 | 92.19 | 91.47 | 90.25 | 92.61 | 91.77 | 89.86 | 93.11 | 89.21 | 89.32 | 93.60 | 89.97 | 92.92 | 89.34 | 92.84 | 91.00 | 89.46 | 90.27 |
| 286 | 372 | 72 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 93.39 | 92.18 | 90.00 | 89.51 | 91.47 | 91.04 | 92.96 | 92.26 | 90.61 | 93.00 | 90.59 | 92.09 | 91.28 | 92.03 | 92.51 | 92.99 | 91.91 | 91.81 | 92.95 | 91.36 | 90.67 | 90.53 | 89.22 | 91.11 | 89.90 | 90.14 |
| 287 | 372 | 72 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 93.96 | 90.93 | 93.51 | 89.56 | 92.43 | 90.41 | 90.19 | 92.26 | 91.69 | 90.59 | 93.31 | 91.12 | 93.01 | 92.12 | 92.30 | 92.56 | 90.75 | 91.20 | 89.95 | 91.66 | 90.16 | 92.82 | 93.03 | 91.53 | 90.99 | 90.03 |
| 316 | 372 | 72 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.96 | 89.45 | 90.48 | 87.37 | 87.31 | 89.42 | 88.64 | 88.99 | 91.09 | 87.79 | 88.77 | 88.16 | 90.19 | 88.64 | 86.21 | 89.37 | 89.64 | 87.75 | 88.56 | 91.51 | 90.97 | 90.43 | 89.65 | 88.81 | 86.78 | 88.14 |
| 317 | 372 | 72 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.60 | 89.18 | 90.79 | 88.61 | 88.79 | 90.03 | 90.61 | 90.13 | 89.90 | 89.44 | 90.46 | 89.21 | 87.62 | 88.43 | 90.71 | 89.07 | 89.02 | 89.95 | 88.44 | 91.19 | 92.38 | 89.79 | 91.38 | 90.30 | 89.64 | 89.83 |
| 318 | 372 | 72 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.74 | 90.40 | 92.88 | 90.72 | 90.76 | 88.47 | 87.15 | 90.26 | 88.18 | 89.65 | 89.14 | 87.98 | 89.13 | 89.05 | 86.25 | 90.23 | 89.59 | 85.74 | 87.66 | 88.37 | 90.13 | 90.58 | 90.58 | 89.47 | 89.96 | 88.20 |
| 319 | 372 | 72 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.38 | 89.29 | 91.41 | 87.29 | 91.23 | 89.74 | 91.63 | 89.46 | 90.43 | 91.13 | 91.24 | 89.06 | 88.88 | 90.29 | 91.11 | 91.76 | 86.05 | 89.80 | 91.01 | 87.27 | 89.36 | 93.13 | 91.20 | 88.46 | 87.58 | 88.70 |
| 348 | 372 | 72 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.55 | 90.80 | 92.27 | 87.38 | 89.22 | 91.57 | 89.70 | 88.61 | 91.86 | 90.84 | 87.38 | 89.11 | 91.06 | 89.81 | 90.33 | 91.21 | 87.43 | 89.33 | 89.44 | 88.99 | 88.64 | 89.35 | 89.43 | 88.41 | 88.46 | 89.82 |
| 349 | 372 | 72 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 92.79 | 92.38 | 91.30 | 91.44 | 90.71 | 91.48 | 91.03 | 90.64 | 91.75 | 91.76 | 91.73 | 93.37 | 92.10 | 92.06 | 90.10 | 92.57 | 92.06 | 91.65 | 91.58 | 91.25 | 92.28 | 92.08 | 91.12 | 89.96 | 90.10 | 89.55 |
| 350 | 372 | 72 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.38 | 94.22 | 92.25 | 92.19 | 92.95 | 90.95 | 89.89 | 91.66 | 91.35 | 92.02 | 92.53 | 90.38 | 91.48 | 90.51 | 90.68 | 92.35 | 91.65 | 90.87 | 90.67 | 91.33 | 92.66 | 91.24 | 90.63 | 91.96 | 89.71 | 91.41 |
| 351 | 372 | 72 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.01 | 89.73 | 93.00 | 89.33 | 91.69 | 91.83 | 91.40 | 91.30 | 92.03 | 90.39 | 91.06 | 89.99 | 92.17 | 89.92 | 91.74 | 92.06 | 92.55 | 91.29 | 92.27 | 89.03 | 90.18 | 92.12 | 91.88 | 90.08 | 88.37 | 88.98 |
| 380 | 372 | 72 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 92.18 | 89.68 | 93.00 | 90.27 | 89.42 | 91.33 | 91.10 | 92.29 | 91.18 | 88.83 | 90.70 | 89.25 | 90.68 | 91.09 | 91.84 | 91.69 | 89.45 | 89.60 | 90.92 | 90.75 | 90.66 | 92.43 | 86.94 | 89.45 | 89.45 | 90.03 |
| 381 | 372 | 72 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.91 | 91.44 | 94.31 | 91.56 | 92.24 | 91.16 | 91.17 | 92.72 | 91.24 | 90.60 | 93.18 | 90.33 | 93.11 | 90.42 | 91.92 | 91.46 | 89.50 | 92.80 | 92.75 | 91.49 | 90.45 | 89.16 | 91.15 | 92.45 | 91.10 | 88.62 |
| 382 | 372 | 72 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.90 | 91.50 | 92.71 | 90.63 | 89.89 | 90.54 | 91.15 | 90.99 | 90.58 | 90.30 | 89.10 | 88.33 | 92.79 | 90.38 | 90.79 | 91.14 | 93.29 | 92.70 | 90.41 | 90.95 | 92.12 | 91.26 | 89.87 | 91.45 | 89.59 | 88.74 |
| 383 | 372 | 72 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.41 | 91.10 | 91.29 | 90.93 | 92.05 | 91.16 | 92.19 | 90.57 | 92.13 | 89.89 | 93.70 | 90.46 | 91.62 | 92.56 | 90.59 | 90.49 | 90.49 | 90.02 | 92.30 | 90.60 | 91.40 | 90.71 | 89.40 | 89.81 | 89.20 | 89.40 |
| 412 | 372 | 72 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 89.56 | 91.19 | 93.30 | 88.00 | 91.17 | 88.44 | 91.34 | 89.68 | 91.30 | 91.61 | 89.84 | 88.64 | 90.43 | 92.51 | 88.66 | 88.61 | 88.77 | 88.96 | 90.68 | 87.85 | 90.60 | 90.21 | 24.42 | 90.70 | 89.07 | 88.48 |
| 413 | 372 | 72 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.20 | 91.18 | 90.02 | 91.35 | 91.38 | 89.75 | 89.97 | 91.20 | 89.95 | 87.33 | 90.68 | 90.03 | 91.09 | 90.96 | 88.48 | 90.62 | 90.13 | 88.76 | 89.89 | 90.77 | 89.76 | 89.33 | 91.17 | 89.08 | 89.92 | 90.59 |
| 414 | 372 | 72 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.47 | 90.17 | 89.81 | 92.97 | 88.98 | 88.40 | 89.62 | 90.08 | 91.65 | 84.81 | 91.47 | 88.96 | 90.54 | 91.48 | 89.48 | 89.83 | 88.14 | 88.85 | 88.49 | 89.74 | 89.19 | 88.92 | 91.07 | 88.97 | 91.09 | 88.68 |
| 415 | 372 | 72 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 93.01 | 92.02 | 90.73 | 91.35 | 92.64 | 91.50 | 89.14 | 92.33 | 90.25 | 86.19 | 91.41 | 89.98 | 92.13 | 90.88 | 89.79 | 90.40 | 87.33 | 90.61 | 89.02 | 89.38 | 90.81 | 90.98 | 91.91 | 92.33 | 90.73 | 88.69 |
| 444 | 372 | 72 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 91.61 | 90.30 | 93.39 | 91.43 | 90.84 | 91.73 | 90.83 | 88.14 | 91.80 | 87.74 | 89.79 | 91.03 | 91.05 | 90.75 | 88.75 | 89.72 | 89.78 | 90.09 | 90.94 | 90.22 | 90.27 | 90.01 | 88.64 | 89.75 | 91.65 | 90.54 |
| 445 | 372 | 72 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.78 | 91.36 | 92.14 | 92.10 | 90.82 | 90.61 | 91.24 | 90.09 | 92.66 | 91.50 | 90.08 | 89.58 | 91.39 | 90.42 | 87.96 | 91.73 | 90.03 | 91.12 | 90.53 | 91.32 | 90.49 | 89.51 | 89.89 | 89.77 | 89.46 | 90.36 |
| 446 | 372 | 72 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 91.39 | 90.91 | 93.09 | 93.74 | 91.53 | 90.74 | 89.92 | 91.21 | 92.35 | 92.60 | 89.93 | 90.79 | 89.85 | 92.03 | 92.27 | 92.82 | 92.91 | 90.68 | 89.42 | 90.89 | 91.82 | 90.27 | 91.47 | 90.33 | 92.10 | 88.07 |
| 447 | 372 | 72 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 91.48 | 93.64 | 89.75 | 90.13 | 89.86 | 90.40 | 90.10 | 91.52 | 91.05 | 90.29 | 93.16 | 90.95 | 91.07 | 91.81 | 90.78 | 90.89 | 92.18 | 91.83 | 93.27 | 89.45 | 91.19 | 92.72 | 90.08 | 91.51 | 89.29 | 90.27 |
| 476 | 372 | 72 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 90.15 | 88.80 | 89.41 | 91.32 | 88.51 | 87.85 | 88.94 | 87.07 | 90.79 | 90.68 | 89.96 | 89.62 | 92.95 | 89.11 | 88.31 | 89.69 | 90.89 | 88.86 | 92.06 | 90.03 | 90.19 | 88.81 | 89.65 | 88.75 | 89.17 | 87.13 |
| 477 | 372 | 72 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.70 | 91.69 | 92.50 | 90.63 | 92.83 | 88.85 | 92.31 | 91.04 | 91.07 | 92.35 | 91.57 | 91.42 | 90.94 | 91.23 | 89.90 | 90.07 | 91.46 | 89.29 | 92.84 | 92.74 | 91.04 | 90.63 | 91.95 | 92.63 | 90.43 | 90.59 |
| 478 | 372 | 72 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.22 | 89.17 | 91.80 | 91.28 | 91.20 | 92.00 | 92.53 | 90.20 | 91.09 | 92.42 | 89.52 | 88.69 | 92.41 | 92.86 | 90.54 | 90.77 | 91.82 | 90.36 | 93.45 | 91.04 | 89.57 | 92.03 | 91.02 | 92.40 | 92.31 | 89.92 |
| 479 | 372 | 72 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 90.69 | 90.61 | 92.09 | 91.66 | 90.44 | 91.89 | 89.29 | 90.41 | 90.75 | 91.07 | 89.68 | 91.03 | 92.20 | 91.87 | 89.86 | 91.10 | 92.57 | 90.95 | 91.85 | 93.80 | 88.82 | 92.06 | 90.76 | 91.51 | 92.07 | 90.47 |
| 508 | 372 | 72 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 91.73 | 92.76 | 91.47 | 90.44 | 92.17 | 87.87 | 90.32 | 90.79 | 91.46 | 88.79 | 90.71 | 88.77 | 90.57 | 89.76 | 89.35 | 90.03 | 89.91 | 92.48 | 90.59 | 89.11 | 88.97 | 88.40 | 90.54 | 89.69 | 89.69 | 88.74 |
| 509 | 372 | 72 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.98 | 90.72 | 90.74 | 88.75 | 91.45 | 93.18 | 89.34 | 91.22 | 90.21 | 89.89 | 90.90 | 89.55 | 90.75 | 91.37 | 89.86 | 90.46 | 88.25 | 87.93 | 89.31 | 88.93 | 90.66 | 88.80 | 91.89 | 90.65 | 90.66 | 89.19 |
| 510 | 372 | 72 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 90.01 | 89.13 | 92.34 | 91.11 | 90.60 | 91.55 | 90.56 | 92.93 | 89.44 | 90.79 | 91.73 | 90.89 | 90.42 | 90.03 | 88.57 | 92.51 | 88.41 | 90.80 | 89.13 | 91.62 | 90.76 | 90.66 | 90.27 | 90.66 | 90.99 | 90.07 |
| 511 | 372 | 72 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 91.44 | 92.21 | 93.75 | 88.63 | 89.85 | 88.74 | 91.46 | 90.10 | 91.86 | 92.99 | 91.47 | 90.63 | 91.45 | 88.69 | 89.95 | 90.66 | 89.39 | 87.83 | 91.43 | 92.90 | 91.06 | 91.14 | 92.57 | 90.02 | 91.81 | 88.78 |
| 540 | 372 | 72 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 90.45 | 90.91 | 89.68 | 90.21 | 90.53 | 91.62 | 92.33 | 92.73 | 92.73 | 91.58 | 90.85 | 91.32 | 92.11 | 89.17 | 89.97 | 90.67 | 90.84 | 91.98 | 93.22 | 91.79 | 89.03 | 90.90 | 91.53 | 89.11 | 89.19 | 87.94 |
| 541 | 372 | 72 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 91.49 | 92.61 | 91.44 | 89.80 | 93.23 | 89.67 | 91.59 | 89.51 | 90.86 | 91.35 | 94.13 | 93.27 | 90.40 | 90.96 | 89.93 | 89.82 | 91.02 | 91.51 | 91.02 | 92.47 | 90.46 | 90.92 | 91.98 | 90.84 | 91.50 | 89.77 |
| 542 | 372 | 72 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 92.07 | 89.60 | 92.03 | 91.66 | 92.58 | 91.56 | 91.51 | 90.99 | 90.30 | 88.76 | 89.44 | 91.34 | 92.85 | 92.79 | 91.22 | 89.54 | 90.04 | 90.30 | 92.18 | 90.82 | 92.21 | 90.89 | 90.80 | 90.29 | 91.50 | 90.08 |
| 543 | 372 | 72 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 90.64 | 91.82 | 90.04 | 89.35 | 89.45 | 91.62 | 90.45 | 93.04 | 90.89 | 90.11 | 91.64 | 90.22 | 91.52 | 92.00 | 89.81 | 90.81 | 91.30 | 90.69 | 91.81 | 91.03 | 90.20 | 88.91 | 90.98 | 90.60 | 90.42 | 89.95 |
| 572 | 372 | 72 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 92.40 | 90.98 | 93.16 | 88.58 | 91.89 | 89.99 | 90.52 | 91.11 | 91.50 | 91.97 | 91.77 | 90.27 | 89.59 | 91.94 | 89.24 | 93.30 | 93.31 | 91.64 | 91.81 | 90.52 | 89.63 | 90.06 | 92.12 | 89.60 | 90.47 | 88.20 |
| 573 | 372 | 72 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 91.23 | 91.80 | 89.71 | 91.36 | 91.52 | 92.02 | 91.65 | 89.06 | 92.28 | 88.57 | 92.04 | 92.43 | 93.59 | 91.27 | 89.27 | 88.15 | 91.84 | 90.83 | 91.68 | 90.48 | 89.24 | 90.31 | 91.89 | 89.85 | 90.59 | 92.20 |
| 574 | 372 | 72 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 91.32 | 91.49 | 89.88 | 92.75 | 90.67 | 90.14 | 90.62 | 89.84 | 93.28 | 92.66 | 92.32 | 90.18 | 92.72 | 92.79 | 87.62 | 93.26 | 92.00 | 88.65 | 90.59 | 89.72 | 89.90 | 89.10 | 93.80 | 87.39 | 90.85 | 89.53 |
| 575 | 372 | 72 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 90.46 | 92.14 | 92.19 | 90.22 | 91.59 | 90.44 | 88.66 | 91.87 | 90.35 | 91.33 | 92.59 | 90.88 | 92.00 | 93.47 | 89.04 | 92.60 | 90.74 | 91.10 | 92.62 | 92.45 | 91.49 | 91.48 | 92.53 | 91.58 | 91.44 | 89.64 |
| 604 | 372 | 72 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.28 | 89.25 | 90.00 | 88.84 | 90.22 | 89.33 | 91.58 | 88.39 | 87.00 | 88.54 | 88.92 | 89.74 | 88.53 | 90.30 | 88.02 | 89.93 | 91.58 | 90.95 | 91.30 | 90.58 | 90.46 | 90.50 | 89.91 | 88.00 | 90.24 | 88.95 |
| 605 | 372 | 72 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.49 | 88.37 | 91.40 | 90.35 | 90.75 | 88.78 | 90.26 | 89.12 | 89.15 | 88.12 | 88.80 | 87.07 | 87.41 | 88.80 | 88.85 | 90.62 | 90.85 | 89.81 | 90.92 | 90.21 | 91.08 | 88.76 | 93.53 | 90.05 | 90.48 | 87.64 |
| 606 | 372 | 72 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.28 | 89.29 | 90.50 | 91.51 | 90.59 | 90.84 | 90.07 | 88.64 | 90.57 | 89.44 | 92.05 | 89.37 | 88.81 | 89.65 | 89.23 | 90.02 | 90.76 | 92.75 | 90.49 | 91.09 | 91.75 | 89.86 | 90.80 | 89.24 | 91.00 | 88.74 |
| 607 | 372 | 72 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 91.25 | 91.02 | 88.80 | 89.07 | 89.40 | 90.89 | 90.07 | 90.06 | 88.99 | 89.77 | 90.61 | 87.94 | 90.82 | 90.14 | 89.32 | 89.35 | 88.54 | 89.11 | 91.35 | 90.76 | 86.99 | 87.53 | 91.38 | 90.98 | 89.60 | 89.24 |
| 636 | 372 | 72 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.60 | 89.88 | 90.91 | 89.81 | 90.61 | 91.14 | 88.88 | 91.08 | 91.01 | 90.87 | 89.10 | 92.36 | 90.89 | 89.58 | 87.79 | 90.63 | 89.13 | 90.16 | 92.34 | 90.85 | 89.74 | 89.20 | 90.27 | 91.47 | 91.45 | 91.56 |
| 637 | 372 | 72 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.57 | 90.64 | 90.79 | 90.52 | 90.45 | 92.48 | 90.30 | 88.29 | 89.50 | 90.79 | 91.24 | 90.34 | 90.28 | 92.31 | 87.24 | 91.08 | 91.57 | 89.96 | 91.98 | 90.37 | 88.90 | 89.09 | 91.21 | 92.24 | 91.25 | 90.35 |
| 638 | 372 | 72 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 90.53 | 90.57 | 91.50 | 89.76 | 91.50 | 90.46 | 91.07 | 89.33 | 91.11 | 90.41 | 89.39 | 88.26 | 90.44 | 91.48 | 89.86 | 88.31 | 91.49 | 89.05 | 91.77 | 89.90 | 89.63 | 87.59 | 92.45 | 90.40 | 89.00 | 91.74 |
| 639 | 372 | 72 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.34 | 91.25 | 90.73 | 90.31 | 91.04 | 90.77 | 90.97 | 89.21 | 88.24 | 89.19 | 92.08 | 89.38 | 87.38 | 90.43 | 89.43 | 89.77 | 90.77 | 90.41 | 91.31 | 91.08 | 91.27 | 88.35 | 91.26 | 89.02 | 90.07 | 90.08 |
| 668 | 372 | 72 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.35 | 89.75 | 93.00 | 90.35 | 90.32 | 89.00 | 91.10 | 90.45 | 89.96 | 91.11 | 91.56 | 91.93 | 90.49 | 91.63 | 88.89 | 92.06 | 93.10 | 90.98 | 92.18 | 90.57 | 89.37 | 89.07 | 90.91 | 91.00 | 89.24 | 92.71 |
| 669 | 372 | 72 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.43 | 90.78 | 92.04 | 91.81 | 89.34 | 90.82 | 90.52 | 89.91 | 88.29 | 89.06 | 91.80 | 91.73 | 88.60 | 90.56 | 90.59 | 89.74 | 91.80 | 91.10 | 92.77 | 89.39 | 91.21 | 88.20 | 91.52 | 89.86 | 89.23 | 90.48 |
| 670 | 372 | 72 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.17 | 89.82 | 91.73 | 90.33 | 90.50 | 90.72 | 89.49 | 91.28 | 90.63 | 89.72 | 89.95 | 90.71 | 91.40 | 90.00 | 88.87 | 89.82 | 89.62 | 90.75 | 92.88 | 90.00 | 91.35 | 89.35 | 92.82 | 90.42 | 88.79 | 90.84 |
| 671 | 372 | 72 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 91.26 | 87.94 | 90.76 | 90.01 | 89.95 | 92.01 | 90.56 | 89.59 | 91.37 | 90.58 | 90.53 | 90.92 | 89.00 | 91.39 | 89.22 | 89.40 | 91.44 | 88.64 | 91.31 | 90.18 | 90.58 | 90.65 | 92.89 | 88.42 | 89.74 | 88.68 |
| 700 | 372 | 72 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.57 | 90.64 | 89.44 | 89.36 | 89.84 | 87.67 | 88.58 | 89.16 | 89.34 | 88.39 | 89.09 | 88.46 | 86.09 | 88.52 | 90.32 | 87.88 | 89.90 | 86.52 | 92.12 | 89.59 | 90.41 | 88.15 | 91.21 | 89.10 | 88.89 | 87.74 |
| 701 | 372 | 72 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 91.68 | 90.02 | 88.67 | 89.12 | 92.25 | 90.59 | 90.86 | 90.83 | 90.12 | 90.41 | 91.66 | 88.91 | 89.80 | 90.68 | 90.23 | 89.21 | 90.63 | 91.08 | 88.64 | 90.42 | 91.80 | 88.33 | 90.05 | 90.15 | 91.86 | 87.46 |
| 702 | 372 | 72 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.00 | 89.65 | 91.29 | 88.50 | 89.26 | 89.58 | 90.61 | 89.36 | 90.47 | 90.77 | 90.00 | 89.08 | 89.14 | 90.63 | 91.07 | 89.59 | 91.25 | 92.26 | 89.94 | 91.35 | 90.41 | 89.16 | 92.65 | 90.21 | 89.26 | 90.10 |
| 703 | 372 | 72 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.19 | 88.05 | 91.07 | 89.84 | 89.49 | 89.01 | 90.39 | 89.65 | 90.01 | 87.71 | 90.70 | 90.33 | 89.65 | 89.83 | 89.83 | 90.78 | 90.50 | 89.88 | 91.72 | 87.84 | 90.92 | 88.43 | 90.25 | 88.65 | 88.94 | 88.52 |
| 732 | 372 | 72 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 89.91 | 88.71 | 89.55 | 89.15 | 89.03 | 90.14 | 89.26 | 87.95 | 89.94 | 88.59 | 90.61 | 88.55 | 88.26 | 91.05 | 89.09 | 90.83 | 91.11 | 90.31 | 90.88 | 89.46 | 90.95 | 88.00 | 88.11 | 90.62 | 87.82 | 89.38 |
| 733 | 372 | 72 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 90.92 | 89.43 | 91.30 | 88.72 | 89.20 | 90.82 | 91.04 | 89.98 | 89.15 | 90.38 | 91.37 | 89.13 | 90.53 | 90.17 | 89.20 | 90.19 | 91.05 | 89.88 | 92.30 | 90.76 | 89.63 | 90.45 | 92.86 | 90.32 | 90.65 | 89.36 |
| 734 | 372 | 72 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 90.50 | 89.81 | 90.67 | 90.33 | 91.25 | 90.56 | 88.80 | 90.10 | 91.58 | 90.55 | 92.44 | 90.84 | 88.24 | 91.54 | 90.88 | 91.31 | 89.51 | 90.63 | 91.64 | 90.32 | 92.17 | 90.48 | 93.07 | 89.76 | 89.59 | 91.90 |
| 735 | 372 | 72 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 90.37 | 90.32 | 90.53 | 89.66 | 89.79 | 91.77 | 89.84 | 90.11 | 90.60 | 90.36 | 92.34 | 89.84 | 89.87 | 90.40 | 90.64 | 90.35 | 90.35 | 91.41 | 92.62 | 88.29 | 91.23 | 88.55 | 92.34 | 90.14 | 89.95 | 89.91 |
| 764 | 372 | 72 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 92.10 | 89.34 | 91.08 | 88.90 | 88.19 | 90.81 | 88.65 | 90.29 | 91.79 | 90.95 | 92.08 | 90.35 | 91.05 | 89.00 | 91.23 | 90.09 | 92.25 | 91.36 | 91.76 | 91.22 | 90.89 | 88.73 | 93.05 | 90.13 | 89.99 | 90.75 |
| 765 | 372 | 72 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 91.36 | 92.21 | 91.96 | 91.31 | 92.67 | 90.64 | 89.05 | 88.76 | 90.67 | 90.59 | 91.91 | 90.78 | 90.37 | 91.55 | 89.07 | 90.35 | 92.52 | 91.74 | 92.34 | 90.04 | 89.34 | 91.36 | 93.08 | 91.19 | 92.43 | 91.85 |
| 766 | 372 | 72 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 92.96 | 90.51 | 90.47 | 90.80 | 91.04 | 90.92 | 90.89 | 89.73 | 90.23 | 91.96 | 91.78 | 90.44 | 90.21 | 88.20 | 90.62 | 87.98 | 89.23 | 91.13 | 92.08 | 89.04 | 88.53 | 90.29 | 93.48 | 89.58 | 89.25 | 89.61 |
| 767 | 372 | 72 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 91.92 | 90.08 | 91.36 | 91.30 | 92.18 | 90.95 | 89.91 | 89.22 | 88.73 | 88.96 | 93.52 | 91.42 | 91.27 | 90.10 | 88.69 | 89.90 | 90.65 | 91.27 | 92.53 | 91.02 | 88.20 | 88.54 | 91.03 | 88.82 | 91.37 | 90.02 |
| 796 | 372 | 72 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 90.31 | 89.72 | 89.81 | 88.47 | 90.05 | 90.28 | 90.89 | 89.40 | 88.62 | 90.84 | 91.21 | 89.63 | 91.37 | 90.30 | 88.83 | 90.26 | 91.08 | 85.19 | 90.79 | 90.51 | 89.77 | 89.90 | 91.46 | 91.06 | 89.55 | 85.94 |
| 797 | 372 | 72 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.84 | 91.58 | 89.63 | 88.93 | 90.13 | 88.72 | 89.77 | 88.64 | 89.01 | 87.08 | 86.66 | 88.73 | 85.98 | 90.08 | 91.33 | 90.13 | 90.47 | 90.57 | 91.12 | 90.51 | 90.52 | 91.05 | 93.03 | 90.29 | 88.36 | 86.71 |
| 798 | 372 | 72 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 90.15 | 89.83 | 90.30 | 88.73 | 90.00 | 90.26 | 90.57 | 89.01 | 90.60 | 88.00 | 91.56 | 89.60 | 90.75 | 91.80 | 92.60 | 90.19 | 89.90 | 88.77 | 91.26 | 89.92 | 90.62 | 87.72 | 90.05 | 90.62 | 90.71 | 89.08 |
| 799 | 372 | 72 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.22 | 90.14 | 89.60 | 87.23 | 87.94 | 90.21 | 87.95 | 88.49 | 87.34 | 87.91 | 89.11 | 85.71 | 88.65 | 89.11 | 88.29 | 91.13 | 86.36 | 88.23 | 87.37 | 88.66 | 89.12 | 87.38 | 92.11 | 88.43 | 89.54 | 88.58 |
| 828 | 372 | 72 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 90.11 | 90.04 | 90.86 | 90.82 | 90.67 | 92.67 | 90.33 | 90.23 | 89.15 | 89.11 | 91.71 | 89.25 | 88.23 | 91.83 | 91.31 | 90.66 | 91.11 | 91.09 | 90.57 | 92.30 | 89.54 | 91.16 | 92.10 | 91.30 | 89.49 | 90.33 |
| 829 | 372 | 72 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 91.05 | 90.04 | 91.17 | 92.04 | 90.33 | 91.66 | 90.99 | 88.21 | 90.34 | 89.08 | 92.75 | 89.53 | 88.84 | 90.66 | 90.36 | 89.55 | 91.55 | 89.48 | 91.81 | 91.43 | 92.55 | 88.25 | 92.76 | 89.84 | 92.07 | 90.35 |
| 830 | 372 | 72 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 91.32 | 90.41 | 92.79 | 90.17 | 88.74 | 92.71 | 90.47 | 89.86 | 89.95 | 88.41 | 91.88 | 89.44 | 91.26 | 89.39 | 88.67 | 89.63 | 92.56 | 89.79 | 90.92 | 90.33 | 85.88 | 90.96 | 89.87 | 91.59 | 92.86 | 91.92 |
| 831 | 372 | 72 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 91.50 | 89.37 | 91.57 | 90.04 | 92.31 | 90.56 | 89.17 | 90.60 | 89.54 | 91.15 | 90.89 | 89.10 | 90.86 | 92.05 | 90.16 | 91.14 | 90.88 | 91.20 | 91.58 | 89.72 | 91.47 | 88.68 | 90.48 | 89.35 | 89.99 | 90.65 |
| 860 | 372 | 72 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 91.83 | 91.97 | 92.05 | 90.55 | 89.99 | 91.18 | 92.03 | 90.63 | 88.93 | 90.00 | 91.54 | 89.98 | 90.42 | 92.20 | 88.89 | 92.27 | 91.08 | 90.31 | 91.03 | 91.31 | 90.51 | 88.61 | 92.49 | 89.90 | 89.78 | 91.53 |
| 861 | 372 | 72 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 91.17 | 90.32 | 92.58 | 90.27 | 89.76 | 90.90 | 90.41 | 86.44 | 92.22 | 91.26 | 92.49 | 90.54 | 91.64 | 90.16 | 91.65 | 91.24 | 91.58 | 90.54 | 92.30 | 91.22 | 90.62 | 90.06 | 93.22 | 91.68 | 90.27 | 92.14 |
| 862 | 372 | 72 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 91.69 | 91.04 | 91.04 | 90.57 | 90.32 | 89.93 | 90.27 | 88.84 | 90.80 | 90.04 | 90.94 | 88.72 | 90.76 | 90.07 | 90.80 | 89.51 | 90.62 | 91.53 | 91.80 | 91.73 | 90.88 | 89.70 | 91.01 | 88.58 | 92.24 | 90.82 |
| 863 | 372 | 72 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 90.45 | 89.87 | 91.90 | 90.73 | 90.46 | 89.73 | 90.83 | 92.66 | 90.80 | 91.03 | 91.81 | 89.64 | 92.19 | 91.04 | 91.56 | 90.44 | 91.29 | 91.84 | 93.01 | 90.11 | 90.15 | 92.42 | 93.70 | 90.47 | 91.46 | 91.22 |
| 892 | 372 | 72 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.33 | 88.60 | 88.59 | 89.21 | 90.32 | 89.26 | 88.70 | 89.32 | 88.57 | 89.11 | 91.16 | 88.52 | 90.35 | 89.61 | 89.84 | 90.11 | 89.82 | 91.06 | 91.20 | 90.91 | 90.91 | 89.50 | 88.42 | 90.10 | 91.65 | 88.97 |
| 893 | 372 | 72 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.05 | 90.80 | 87.25 | 87.28 | 89.73 | 89.62 | 89.52 | 88.87 | 89.83 | 89.54 | 90.79 | 92.00 | 88.26 | 90.36 | 91.09 | 91.18 | 93.01 | 92.48 | 90.30 | 90.27 | 92.52 | 88.41 | 89.41 | 88.67 | 90.35 | 89.73 |
| 894 | 372 | 72 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.84 | 88.85 | 91.31 | 90.51 | 89.14 | 89.05 | 89.23 | 90.83 | 90.17 | 89.77 | 92.25 | 88.18 | 88.74 | 90.61 | 89.32 | 89.53 | 89.81 | 88.36 | 90.09 | 88.44 | 91.19 | 87.91 | 89.32 | 89.33 | 89.36 | 88.04 |
| 895 | 372 | 72 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.56 | 89.33 | 90.41 | 89.09 | 89.99 | 88.96 | 90.11 | 90.43 | 88.36 | 89.94 | 88.64 | 88.78 | 89.79 | 91.10 | 88.82 | 89.96 | 91.05 | 92.32 | 90.32 | 90.01 | 90.55 | 89.75 | 90.56 | 90.33 | 91.69 | 89.32 |
| 924 | 372 | 72 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.97 | 89.86 | 92.65 | 90.53 | 91.05 | 90.21 | 90.52 | 90.62 | 88.89 | 89.52 | 90.59 | 90.56 | 89.85 | 90.07 | 89.78 | 90.62 | 89.46 | 90.30 | 91.84 | 90.27 | 85.02 | 90.36 | 92.52 | 92.31 | 91.18 | 90.45 |
| 925 | 372 | 72 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.90 | 91.18 | 92.48 | 91.33 | 90.42 | 90.25 | 90.24 | 90.87 | 88.94 | 89.24 | 92.25 | 89.75 | 90.19 | 89.97 | 88.32 | 91.21 | 89.41 | 90.78 | 91.50 | 91.65 | 91.03 | 88.28 | 92.15 | 89.80 | 91.13 | 89.40 |
| 926 | 372 | 72 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.96 | 90.80 | 91.79 | 88.09 | 89.47 | 89.28 | 88.38 | 88.44 | 92.85 | 91.45 | 90.51 | 90.01 | 90.53 | 90.59 | 87.69 | 90.48 | 91.74 | 90.80 | 91.00 | 90.48 | 91.12 | 87.79 | 92.54 | 88.90 | 88.67 | 90.16 |
| 927 | 372 | 72 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.00 | 89.27 | 91.20 | 91.38 | 90.91 | 90.28 | 89.63 | 90.13 | 89.60 | 87.23 | 90.87 | 89.80 | 91.93 | 92.02 | 89.10 | 91.82 | 90.84 | 90.49 | 91.68 | 88.44 | 90.86 | 87.79 | 91.82 | 89.95 | 91.52 | 91.06 |
| 956 | 372 | 72 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.76 | 92.27 | 92.45 | 89.89 | 91.51 | 92.01 | 89.46 | 90.29 | 89.88 | 88.57 | 89.61 | 90.23 | 90.61 | 90.02 | 91.53 | 91.87 | 89.78 | 92.29 | 91.29 | 91.59 | 92.81 | 90.82 | 91.48 | 90.84 | 92.74 | 90.47 |
| 957 | 372 | 72 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.43 | 91.34 | 93.24 | 90.71 | 92.13 | 91.29 | 92.28 | 90.71 | 90.50 | 90.12 | 93.72 | 92.29 | 90.21 | 90.82 | 88.49 | 89.66 | 89.79 | 91.57 | 92.74 | 87.28 | 91.19 | 88.69 | 92.06 | 88.96 | 90.68 | 90.81 |
| 958 | 372 | 72 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.35 | 90.83 | 91.55 | 90.83 | 91.31 | 91.49 | 91.20 | 87.99 | 91.52 | 90.36 | 92.60 | 89.92 | 91.23 | 90.75 | 88.94 | 91.72 | 92.04 | 91.00 | 91.39 | 90.16 | 89.99 | 91.08 | 91.87 | 89.27 | 88.02 | 90.60 |
| 959 | 372 | 72 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.31 | 90.70 | 92.83 | 91.59 | 91.75 | 92.02 | 88.59 | 88.26 | 91.14 | 91.19 | 91.80 | 89.81 | 90.46 | 91.16 | 91.82 | 91.63 | 90.09 | 90.72 | 90.62 | 90.15 | 91.87 | 89.61 | 92.49 | 91.71 | 90.81 | 90.59 |
| 988 | 372 | 72 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 89.28 | 91.52 | 89.01 | 90.36 | 87.58 | 89.91 | 91.08 | 89.05 | 89.69 | 88.74 | 91.76 | 89.36 | 89.09 | 90.36 | 89.49 | 89.90 | 92.22 | 88.72 | 92.47 | 90.95 | 87.70 | 91.23 | 88.48 | 90.36 | 90.26 | 87.91 |
| 989 | 372 | 72 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.85 | 90.58 | 90.51 | 90.25 | 89.54 | 92.20 | 90.23 | 88.81 | 89.10 | 88.94 | 91.51 | 88.06 | 87.69 | 89.27 | 89.59 | 89.99 | 89.58 | 89.59 | 90.71 | 89.47 | 89.02 | 88.36 | 90.29 | 89.18 | 89.39 | 90.37 |
| 990 | 372 | 72 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.01 | 88.32 | 91.06 | 90.76 | 89.43 | 88.83 | 88.49 | 89.82 | 87.93 | 90.78 | 90.26 | 89.45 | 89.16 | 91.12 | 90.32 | 86.76 | 91.99 | 89.73 | 88.52 | 89.54 | 86.97 | 90.42 | 92.30 | 90.66 | 89.47 | 88.64 |
| 991 | 372 | 72 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.99 | 89.34 | 89.17 | 90.16 | 89.37 | 84.82 | 89.69 | 90.32 | 89.83 | 86.17 | 90.66 | 89.57 | 87.61 | 88.77 | 90.34 | 91.03 | 90.82 | 91.30 | 91.53 | 89.27 | 90.57 | 87.76 | 91.98 | 90.31 | 91.33 | 89.43 |
| 1020 | 372 | 72 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 91.02 | 93.15 | 90.87 | 89.83 | 91.40 | 91.25 | 89.55 | 88.74 | 89.56 | 89.81 | 91.26 | 88.35 | 88.88 | 91.53 | 90.82 | 89.26 | 90.81 | 89.53 | 88.59 | 90.02 | 90.55 | 89.00 | 90.98 | 90.84 | 91.10 | 89.31 |
| 1021 | 372 | 72 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 91.83 | 92.04 | 90.70 | 89.72 | 91.06 | 92.51 | 90.97 | 90.36 | 91.39 | 92.40 | 90.83 | 87.91 | 89.63 | 86.85 | 88.50 | 90.95 | 91.63 | 90.42 | 91.42 | 92.80 | 90.13 | 91.02 | 91.22 | 91.61 | 91.98 | 90.54 |
| 1022 | 372 | 72 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 90.81 | 89.88 | 91.36 | 89.09 | 91.34 | 89.83 | 91.34 | 88.95 | 88.49 | 91.19 | 92.07 | 88.42 | 89.81 | 89.74 | 85.84 | 90.91 | 91.01 | 89.75 | 91.58 | 91.69 | 91.32 | 89.88 | 91.06 | 92.09 | 89.74 | 89.60 |
| 1023 | 372 | 72 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.33 | 91.10 | 91.85 | 91.09 | 91.08 | 87.74 | 89.30 | 91.06 | 91.35 | 90.28 | 92.05 | 89.46 | 90.23 | 91.74 | 90.85 | 89.14 | 90.69 | 90.77 | 93.23 | 91.04 | 91.80 | 88.58 | 91.60 | 90.34 | 89.69 | 91.60 |
| 1052 | 372 | 72 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 90.44 | 90.29 | 90.97 | 91.33 | 89.79 | 91.05 | 91.50 | 90.91 | 90.48 | 88.72 | 92.44 | 90.57 | 89.53 | 90.63 | 89.85 | 91.19 | 91.81 | 91.63 | 91.00 | 91.29 | 92.44 | 90.53 | 92.75 | 89.71 | 89.64 | 91.21 |
| 1053 | 372 | 72 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.57 | 90.57 | 90.85 | 92.05 | 91.43 | 91.15 | 91.55 | 91.81 | 90.38 | 90.78 | 92.02 | 91.20 | 89.86 | 90.97 | 90.16 | 91.51 | 92.18 | 91.62 | 92.75 | 90.77 | 89.84 | 90.23 | 91.63 | 91.56 | 91.55 | 89.77 |
| 1054 | 372 | 72 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 92.18 | 88.33 | 90.48 | 90.65 | 89.11 | 91.54 | 90.45 | 90.08 | 90.18 | 90.53 | 91.50 | 90.01 | 89.23 | 91.44 | 90.86 | 90.95 | 90.60 | 89.92 | 91.76 | 89.74 | 91.37 | 91.87 | 93.02 | 89.62 | 90.77 | 90.89 |
| 1055 | 372 | 72 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 90.60 | 91.30 | 92.49 | 89.85 | 92.31 | 89.01 | 90.16 | 91.11 | 90.70 | 90.02 | 93.75 | 92.23 | 89.58 | 92.99 | 89.05 | 90.36 | 91.36 | 89.86 | 91.95 | 89.31 | 89.84 | 91.09 | 91.84 | 90.07 | 91.64 | 89.36 |
| 1084 | 372 | 72 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.08 | 89.83 | 90.45 | 89.12 | 91.72 | 90.32 | 90.33 | 87.89 | 91.43 | 88.63 | 90.04 | 88.26 | 89.68 | 90.54 | 89.57 | 90.66 | 89.15 | 90.64 | 91.32 | 90.64 | 89.78 | 91.57 | 91.03 | 89.61 | 90.50 | 89.79 |
| 1085 | 372 | 72 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.07 | 92.08 | 90.64 | 90.18 | 89.85 | 88.38 | 90.82 | 87.87 | 90.79 | 89.41 | 90.50 | 90.25 | 91.05 | 91.48 | 90.18 | 90.76 | 91.03 | 91.60 | 90.63 | 91.32 | 91.96 | 90.56 | 90.84 | 92.07 | 90.47 | 90.36 |
| 1086 | 372 | 72 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.07 | 91.02 | 90.98 | 88.62 | 90.84 | 90.92 | 89.19 | 88.56 | 90.58 | 87.91 | 89.20 | 90.01 | 90.42 | 91.53 | 90.79 | 89.99 | 90.66 | 91.48 | 91.55 | 89.17 | 89.94 | 89.12 | 91.89 | 90.74 | 90.83 | 87.58 |
| 1087 | 372 | 72 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 90.38 | 91.54 | 90.03 | 88.60 | 89.13 | 88.03 | 90.32 | 88.93 | 89.36 | 89.85 | 89.97 | 89.88 | 90.07 | 89.64 | 89.33 | 89.14 | 91.53 | 91.39 | 90.58 | 89.63 | 88.16 | 89.49 | 91.48 | 91.27 | 90.25 | 88.41 |
| 1116 | 372 | 72 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 90.00 | 90.90 | 90.26 | 89.72 | 91.09 | 92.29 | 90.71 | 89.72 | 90.14 | 87.71 | 92.23 | 91.42 | 89.88 | 92.08 | 89.40 | 91.06 | 91.27 | 90.12 | 94.26 | 90.35 | 88.54 | 90.18 | 91.14 | 90.59 | 89.57 | 89.03 |
| 1117 | 372 | 72 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 91.27 | 91.29 | 92.17 | 89.77 | 90.70 | 92.06 | 91.54 | 90.55 | 90.87 | 90.18 | 92.72 | 89.48 | 88.43 | 89.91 | 90.33 | 90.64 | 93.28 | 91.54 | 90.01 | 90.56 | 89.90 | 90.53 | 91.78 | 89.82 | 90.08 | 87.84 |
| 1118 | 372 | 72 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 90.76 | 90.34 | 91.93 | 90.30 | 92.00 | 90.34 | 89.96 | 90.03 | 90.08 | 91.31 | 91.55 | 91.35 | 90.22 | 91.79 | 90.05 | 89.18 | 91.76 | 92.26 | 91.52 | 90.99 | 89.79 | 89.35 | 93.98 | 90.39 | 90.16 | 89.55 |
| 1119 | 372 | 72 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 90.32 | 91.58 | 91.59 | 88.25 | 89.53 | 90.79 | 91.06 | 89.03 | 91.62 | 89.47 | 89.44 | 90.61 | 90.76 | 91.80 | 90.80 | 89.43 | 92.55 | 92.25 | 91.18 | 90.20 | 91.75 | 88.61 | 93.08 | 90.13 | 90.41 | 91.53 |
| 1148 | 372 | 72 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 92.15 | 90.03 | 90.20 | 91.38 | 91.92 | 92.47 | 90.84 | 90.33 | 90.04 | 91.54 | 90.80 | 90.54 | 90.19 | 91.78 | 91.83 | 90.15 | 90.89 | 89.72 | 90.79 | 90.45 | 91.80 | 90.59 | 90.32 | 89.40 | 91.21 | 90.19 |
| 1149 | 372 | 72 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.52 | 91.04 | 91.13 | 90.45 | 89.97 | 91.20 | 91.11 | 90.02 | 89.88 | 91.59 | 91.77 | 91.78 | 89.60 | 91.36 | 89.20 | 93.01 | 92.49 | 89.76 | 91.53 | 90.63 | 91.51 | 89.36 | 91.84 | 91.49 | 91.92 | 91.60 |
| 1150 | 372 | 72 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.55 | 89.01 | 89.72 | 90.09 | 91.64 | 90.82 | 90.22 | 88.96 | 91.42 | 92.72 | 90.91 | 90.55 | 90.31 | 91.15 | 89.43 | 91.63 | 91.79 | 90.28 | 89.94 | 92.65 | 89.40 | 91.41 | 93.30 | 91.31 | 90.68 | 90.22 |
| 1151 | 372 | 72 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 91.58 | 92.73 | 92.64 | 89.33 | 89.39 | 91.28 | 91.31 | 91.29 | 89.86 | 89.81 | 92.70 | 89.10 | 90.89 | 90.99 | 89.35 | 89.62 | 91.82 | 89.44 | 92.29 | 92.29 | 90.84 | 89.42 | 93.43 | 91.89 | 90.23 | 89.16 |
The global mean maximum row:
| mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | average_map | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 893 | 88.35 | 90.21 | 88.41 | 87.64 | 88.43 | 90.48 | 85.98 | 89.82 | 87.00 | 89.59 | 89.69 | 89.72 | 90.66 | 89.68 | 89.60 | 89.61 | 89.66 | 88.63 | 90.17 | 89.43 | 87.64 | 86.21 | 89.55 | 89.06 | 88.31 | 88.84 | 88.937308 |
| 991 | 88.87 | 88.95 | 87.84 | 89.07 | 89.91 | 88.07 | 88.25 | 88.64 | 89.13 | 86.79 | 89.34 | 90.47 | 88.83 | 89.15 | 88.32 | 89.83 | 88.42 | 88.13 | 90.41 | 90.03 | 87.86 | 87.68 | 89.23 | 89.39 | 88.45 | 89.07 | 88.851154 |
| 1021 | 88.39 | 89.13 | 88.88 | 87.96 | 87.76 | 88.86 | 89.36 | 88.49 | 88.80 | 86.91 | 89.75 | 88.14 | 90.22 | 89.21 | 88.32 | 88.16 | 90.44 | 90.27 | 89.91 | 89.38 | 85.84 | 88.12 | 88.14 | 88.17 | 89.53 | 88.39 | 88.712692 |
| 703 | 89.80 | 88.70 | 88.36 | 88.15 | 87.68 | 89.67 | 88.82 | 87.55 | 88.10 | 88.34 | 90.09 | 89.48 | 91.08 | 88.75 | 88.93 | 89.49 | 89.82 | 90.25 | 89.99 | 88.97 | 88.00 | 87.62 | 88.08 | 85.69 | 87.16 | 87.28 | 88.686538 |
| 895 | 87.21 | 89.01 | 88.92 | 89.79 | 89.17 | 88.53 | 88.93 | 88.92 | 88.94 | 88.06 | 89.37 | 89.14 | 88.58 | 89.95 | 87.15 | 88.86 | 88.08 | 89.24 | 89.35 | 89.87 | 87.67 | 86.48 | 88.95 | 87.03 | 89.23 | 89.05 | 88.672308 |
| 828 | 88.19 | 87.13 | 87.91 | 89.41 | 87.86 | 89.90 | 89.59 | 88.88 | 88.97 | 88.25 | 89.43 | 88.78 | 88.09 | 89.08 | 89.26 | 88.99 | 88.44 | 89.22 | 89.43 | 89.46 | 86.20 | 89.36 | 89.35 | 88.02 | 87.47 | 88.45 | 88.658462 |
| 1052 | 88.21 | 88.53 | 89.26 | 88.70 | 88.85 | 89.13 | 87.43 | 89.14 | 88.21 | 88.70 | 90.15 | 90.21 | 88.14 | 87.26 | 87.75 | 88.49 | 89.25 | 89.78 | 88.61 | 88.25 | 88.45 | 88.86 | 88.27 | 88.06 | 87.32 | 89.29 | 88.626923 |
| 1023 | 88.64 | 87.92 | 88.39 | 87.64 | 87.95 | 88.12 | 87.72 | 89.52 | 88.68 | 89.40 | 90.17 | 88.58 | 89.59 | 87.52 | 88.49 | 90.59 | 88.84 | 90.26 | 89.26 | 90.49 | 88.70 | 85.78 | 89.26 | 85.54 | 87.91 | 89.31 | 88.625769 |
| 1087 | 88.09 | 88.84 | 88.73 | 88.61 | 88.92 | 89.52 | 89.03 | 88.31 | 87.44 | 88.03 | 89.59 | 89.39 | 88.77 | 88.24 | 87.64 | 88.77 | 88.01 | 88.97 | 88.77 | 90.26 | 87.10 | 86.54 | 89.47 | 88.75 | 89.79 | 87.73 | 88.588846 |
| 1022 | 87.93 | 88.50 | 87.50 | 88.37 | 89.51 | 89.62 | 88.38 | 89.83 | 88.10 | 89.19 | 90.12 | 89.34 | 88.12 | 88.18 | 86.71 | 89.79 | 88.03 | 89.15 | 89.17 | 91.24 | 87.50 | 87.62 | 87.21 | 89.22 | 86.14 | 88.57 | 88.578462 |
Model performance on validation data (Mann-Whitney U Test)
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues_mw = []
pvalues_real_mw = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
pvalues_real_mw.append(p_value_mw)
pvalues_mw.append((p_value_mw >= 0.05)*1)
dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw
dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')
max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 893 | 372 | 72 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.35 | 90.21 | 88.41 | 87.64 | 88.43 | 90.48 | 85.98 | 89.82 | 87.00 | 89.59 | 89.69 | 89.72 | 90.66 | 89.68 | 89.60 | 89.61 | 89.66 | 88.63 | 90.17 | 89.43 | 87.64 | 86.21 | 89.55 | 89.06 | 88.31 | 88.84 |
| 895 | 372 | 72 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.21 | 89.01 | 88.92 | 89.79 | 89.17 | 88.53 | 88.93 | 88.92 | 88.94 | 88.06 | 89.37 | 89.14 | 88.58 | 89.95 | 87.15 | 88.86 | 88.08 | 89.24 | 89.35 | 89.87 | 87.67 | 86.48 | 88.95 | 87.03 | 89.23 | 89.05 |
| 991 | 372 | 72 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.87 | 88.95 | 87.84 | 89.07 | 89.91 | 88.07 | 88.25 | 88.64 | 89.13 | 86.79 | 89.34 | 90.47 | 88.83 | 89.15 | 88.32 | 89.83 | 88.42 | 88.13 | 90.41 | 90.03 | 87.86 | 87.68 | 89.23 | 89.39 | 88.45 | 89.07 |
| 1086 | 372 | 72 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 88.85 | 90.03 | 87.88 | 89.85 | 89.69 | 88.15 | 88.47 | 88.55 | 89.22 | 88.88 | 88.04 | 90.44 | 90.34 | 88.94 | 88.99 | 88.06 | 87.14 | 88.15 | 89.67 | 88.04 | 87.16 | 85.02 | 88.59 | 86.03 | 87.85 | 87.34 |
| 604 | 372 | 72 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.91 | 90.30 | 87.29 | 87.77 | 87.51 | 88.99 | 88.94 | 88.68 | 87.92 | 86.30 | 90.14 | 89.65 | 89.44 | 88.63 | 86.96 | 89.60 | 87.47 | 89.73 | 89.66 | 90.70 | 87.01 | 87.59 | 87.88 | 87.18 | 88.61 | 88.63 |
| 703 | 372 | 72 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.80 | 88.70 | 88.36 | 88.15 | 87.68 | 89.67 | 88.82 | 87.55 | 88.10 | 88.34 | 90.09 | 89.48 | 91.08 | 88.75 | 88.93 | 89.49 | 89.82 | 90.25 | 89.99 | 88.97 | 88.00 | 87.62 | 88.08 | 85.69 | 87.16 | 87.28 |
| 1021 | 372 | 72 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.39 | 89.13 | 88.88 | 87.96 | 87.76 | 88.86 | 89.36 | 88.49 | 88.80 | 86.91 | 89.75 | 88.14 | 90.22 | 89.21 | 88.32 | 88.16 | 90.44 | 90.27 | 89.91 | 89.38 | 85.84 | 88.12 | 88.14 | 88.17 | 89.53 | 88.39 |
| 1022 | 372 | 72 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.93 | 88.50 | 87.50 | 88.37 | 89.51 | 89.62 | 88.38 | 89.83 | 88.10 | 89.19 | 90.12 | 89.34 | 88.12 | 88.18 | 86.71 | 89.79 | 88.03 | 89.15 | 89.17 | 91.24 | 87.50 | 87.62 | 87.21 | 89.22 | 86.14 | 88.57 |
| 1023 | 372 | 72 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.64 | 87.92 | 88.39 | 87.64 | 87.95 | 88.12 | 87.72 | 89.52 | 88.68 | 89.40 | 90.17 | 88.58 | 89.59 | 87.52 | 88.49 | 90.59 | 88.84 | 90.26 | 89.26 | 90.49 | 88.70 | 85.78 | 89.26 | 85.54 | 87.91 | 89.31 |
| 733 | 372 | 72 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.88 | 87.70 | 87.52 | 89.91 | 87.47 | 89.24 | 88.90 | 88.60 | 89.26 | 87.56 | 89.18 | 90.11 | 89.43 | 87.15 | 89.41 | 89.31 | 87.79 | 88.49 | 89.59 | 87.52 | 86.28 | 87.76 | 90.43 | 87.71 | 88.49 | 88.77 |
| 956 | 372 | 72 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.33 | 89.99 | 88.22 | 88.36 | 88.62 | 89.74 | 86.35 | 89.14 | 87.52 | 86.12 | 88.70 | 88.78 | 89.00 | 88.92 | 90.75 | 88.54 | 89.36 | 89.91 | 89.25 | 90.20 | 89.29 | 85.96 | 86.36 | 86.47 | 89.18 | 87.52 |
| 957 | 372 | 72 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.41 | 88.73 | 88.48 | 89.19 | 88.63 | 89.79 | 88.73 | 88.80 | 88.76 | 88.58 | 90.36 | 89.91 | 88.37 | 88.83 | 87.95 | 87.59 | 86.84 | 88.72 | 90.41 | 88.99 | 89.34 | 87.56 | 89.54 | 84.87 | 86.04 | 89.07 |
| 1052 | 372 | 72 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.21 | 88.53 | 89.26 | 88.70 | 88.85 | 89.13 | 87.43 | 89.14 | 88.21 | 88.70 | 90.15 | 90.21 | 88.14 | 87.26 | 87.75 | 88.49 | 89.25 | 89.78 | 88.61 | 88.25 | 88.45 | 88.86 | 88.27 | 88.06 | 87.32 | 89.29 |
| 764 | 372 | 72 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.32 | 87.49 | 88.38 | 88.69 | 86.27 | 89.67 | 89.00 | 89.33 | 89.30 | 88.49 | 90.69 | 89.19 | 88.81 | 87.75 | 88.70 | 88.73 | 89.32 | 89.79 | 89.70 | 89.80 | 87.31 | 86.32 | 87.76 | 86.85 | 88.36 | 89.04 |
Size of the All data: (144, 29)
Size of the Sig data: (14, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 372 | 72 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.05 | 90.80 | 87.25 | 87.28 | 89.73 | 89.62 | 89.52 | 88.87 | 89.83 | 89.54 | 90.79 | 92.00 | 88.26 | 90.36 | 91.09 | 91.18 | 93.01 | 92.48 | 90.30 | 90.27 | 92.52 | 88.41 | 89.41 | 88.67 | 90.35 | 89.73 |
| 4 | 372 | 72 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.56 | 89.33 | 90.41 | 89.09 | 89.99 | 88.96 | 90.11 | 90.43 | 88.36 | 89.94 | 88.64 | 88.78 | 89.79 | 91.10 | 88.82 | 89.96 | 91.05 | 92.32 | 90.32 | 90.01 | 90.55 | 89.75 | 90.56 | 90.33 | 91.69 | 89.32 |
| 1 | 372 | 72 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.99 | 89.34 | 89.17 | 90.16 | 89.37 | 84.82 | 89.69 | 90.32 | 89.83 | 86.17 | 90.66 | 89.57 | 87.61 | 88.77 | 90.34 | 91.03 | 90.82 | 91.30 | 91.53 | 89.27 | 90.57 | 87.76 | 91.98 | 90.31 | 91.33 | 89.43 |
| 13 | 372 | 72 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.07 | 91.02 | 90.98 | 88.62 | 90.84 | 90.92 | 89.19 | 88.56 | 90.58 | 87.91 | 89.20 | 90.01 | 90.42 | 91.53 | 90.79 | 89.99 | 90.66 | 91.48 | 91.55 | 89.17 | 89.94 | 89.12 | 91.89 | 90.74 | 90.83 | 87.58 |
| 12 | 372 | 72 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.28 | 89.25 | 90.00 | 88.84 | 90.22 | 89.33 | 91.58 | 88.39 | 87.00 | 88.54 | 88.92 | 89.74 | 88.53 | 90.30 | 88.02 | 89.93 | 91.58 | 90.95 | 91.30 | 90.58 | 90.46 | 90.50 | 89.91 | 88.00 | 90.24 | 88.95 |
| 3 | 372 | 72 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.19 | 88.05 | 91.07 | 89.84 | 89.49 | 89.01 | 90.39 | 89.65 | 90.01 | 87.71 | 90.70 | 90.33 | 89.65 | 89.83 | 89.83 | 90.78 | 90.50 | 89.88 | 91.72 | 87.84 | 90.92 | 88.43 | 90.25 | 88.65 | 88.94 | 88.52 |
| 2 | 372 | 72 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 91.83 | 92.04 | 90.70 | 89.72 | 91.06 | 92.51 | 90.97 | 90.36 | 91.39 | 92.40 | 90.83 | 87.91 | 89.63 | 86.85 | 88.50 | 90.95 | 91.63 | 90.42 | 91.42 | 92.80 | 90.13 | 91.02 | 91.22 | 91.61 | 91.98 | 90.54 |
| 7 | 372 | 72 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 90.81 | 89.88 | 91.36 | 89.09 | 91.34 | 89.83 | 91.34 | 88.95 | 88.49 | 91.19 | 92.07 | 88.42 | 89.81 | 89.74 | 85.84 | 90.91 | 91.01 | 89.75 | 91.58 | 91.69 | 91.32 | 89.88 | 91.06 | 92.09 | 89.74 | 89.60 |
| 6 | 372 | 72 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.33 | 91.10 | 91.85 | 91.09 | 91.08 | 87.74 | 89.30 | 91.06 | 91.35 | 90.28 | 92.05 | 89.46 | 90.23 | 91.74 | 90.85 | 89.14 | 90.69 | 90.77 | 93.23 | 91.04 | 91.80 | 88.58 | 91.60 | 90.34 | 89.69 | 91.60 |
| 9 | 372 | 72 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 90.92 | 89.43 | 91.30 | 88.72 | 89.20 | 90.82 | 91.04 | 89.98 | 89.15 | 90.38 | 91.37 | 89.13 | 90.53 | 90.17 | 89.20 | 90.19 | 91.05 | 89.88 | 92.30 | 90.76 | 89.63 | 90.45 | 92.86 | 90.32 | 90.65 | 89.36 |
| 11 | 372 | 72 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.76 | 92.27 | 92.45 | 89.89 | 91.51 | 92.01 | 89.46 | 90.29 | 89.88 | 88.57 | 89.61 | 90.23 | 90.61 | 90.02 | 91.53 | 91.87 | 89.78 | 92.29 | 91.29 | 91.59 | 92.81 | 90.82 | 91.48 | 90.84 | 92.74 | 90.47 |
| 8 | 372 | 72 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.43 | 91.34 | 93.24 | 90.71 | 92.13 | 91.29 | 92.28 | 90.71 | 90.50 | 90.12 | 93.72 | 92.29 | 90.21 | 90.82 | 88.49 | 89.66 | 89.79 | 91.57 | 92.74 | 87.28 | 91.19 | 88.69 | 92.06 | 88.96 | 90.68 | 90.81 |
| 5 | 372 | 72 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 90.44 | 90.29 | 90.97 | 91.33 | 89.79 | 91.05 | 91.50 | 90.91 | 90.48 | 88.72 | 92.44 | 90.57 | 89.53 | 90.63 | 89.85 | 91.19 | 91.81 | 91.63 | 91.00 | 91.29 | 92.44 | 90.53 | 92.75 | 89.71 | 89.64 | 91.21 |
| 10 | 372 | 72 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 92.10 | 89.34 | 91.08 | 88.90 | 88.19 | 90.81 | 88.65 | 90.29 | 91.79 | 90.95 | 92.08 | 90.35 | 91.05 | 89.00 | 91.23 | 90.09 | 92.25 | 91.36 | 91.76 | 91.22 | 90.89 | 88.73 | 93.05 | 90.13 | 89.99 | 90.75 |
Size of the test data: (14, 34)
"\nFrom Image_retrieval_comparison updated mwu - 03092024_top100_map.html\nThe best bit size is 72 based on validation results. Then, based on the 26 data sets with 72 bit size, we perform the Mann-Whitney U test to identify the significant hyperparameters. The results show that 11th descriptor is best, below is the hyperparameter set:\n\n'input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg',\n\n 372 72\t 0.01\t 64\t 0.00001\t 24\t 0\t 1e-8\t\n\n"
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_11 | 89.699286 | 0.714051 |
| mAP_valid_abs_values_19 | 89.653571 | 0.506065 |
| mAP_valid_abs_values_12 | 89.511429 | 0.701864 |
| mAP_valid_abs_values_20 | 89.493571 | 1.060469 |
| mAP_valid_abs_values_13 | 89.329286 | 0.949773 |
| mAP_valid_abs_values_18 | 89.321429 | 0.781762 |
| mAP_valid_abs_values_6 | 89.147143 | 0.734747 |
| mAP_valid_abs_values_16 | 89.046429 | 0.833008 |
| mAP_valid_abs_values_2 | 88.942143 | 0.917272 |
| mAP_valid_abs_values_8 | 88.929286 | 0.602130 |
| mAP_valid_abs_values_4 | 88.649286 | 0.808726 |
| mAP_valid_abs_values_17 | 88.604286 | 1.087104 |
| mAP_valid_abs_values_26 | 88.583571 | 0.704006 |
| mAP_valid_abs_values_14 | 88.565714 | 0.872871 |
| mAP_valid_abs_values_23 | 88.517857 | 1.065553 |
| mAP_valid_abs_values | 88.507143 | 0.705903 |
| mAP_valid_abs_values_9 | 88.495714 | 0.705317 |
| mAP_valid_abs_values_15 | 88.430714 | 1.103369 |
| mAP_valid_abs_values_5 | 88.389286 | 1.015143 |
| mAP_valid_abs_values_3 | 88.237857 | 0.576050 |
| mAP_valid_abs_values_7 | 88.232857 | 1.018607 |
| mAP_valid_abs_values_10 | 88.065000 | 1.146075 |
| mAP_valid_abs_values_25 | 88.041429 | 1.065630 |
| mAP_valid_abs_values_21 | 87.717857 | 1.012675 |
| mAP_valid_abs_values_24 | 87.233571 | 1.435246 |
| mAP_valid_abs_values_22 | 87.041429 | 1.074451 |
We then apply the hyperparameters to the test set and average the results.
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
optimal_params.to_csv('optimal_params_72bit.csv',index=False)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_19 | 91.574286 | 0.803451 |
| mAP_test_abs_values_23 | 91.434286 | 1.111996 |
| mAP_test_abs_values_18 | 91.148571 | 0.916631 |
| mAP_test_abs_values_17 | 91.116429 | 0.888123 |
| mAP_test_abs_values_21 | 91.083571 | 0.992112 |
| mAP_test_abs_values_11 | 90.934286 | 1.475673 |
| mAP_test_abs_values_3 | 90.845000 | 1.430114 |
| mAP_test_abs_values_25 | 90.606429 | 1.040537 |
| mAP_test_abs_values_16 | 90.490714 | 0.746278 |
| mAP_test_abs_values_7 | 90.358571 | 1.099432 |
| mAP_test_abs_values_20 | 90.343571 | 1.521096 |
| average_map | 90.311099 | 0.480503 |
| mAP_test_abs_values_5 | 90.281429 | 1.082660 |
| mAP_test_abs_values | 90.268571 | 1.198466 |
| mAP_test_abs_values_2 | 90.248571 | 1.216678 |
| mAP_test_abs_values_14 | 90.061429 | 1.251945 |
| mAP_test_abs_values_24 | 90.050000 | 1.156101 |
| mAP_test_abs_values_12 | 89.913571 | 1.221686 |
| mAP_test_abs_values_8 | 89.912143 | 0.881469 |
| mAP_test_abs_values_6 | 89.908571 | 1.957011 |
| mAP_test_abs_values_9 | 89.902857 | 1.312891 |
| mAP_test_abs_values_26 | 89.847857 | 1.109755 |
| mAP_test_abs_values_13 | 89.704286 | 0.971349 |
| mAP_test_abs_values_15 | 89.598571 | 1.571084 |
| mAP_test_abs_values_4 | 89.520000 | 1.092992 |
| mAP_test_abs_values_22 | 89.476429 | 1.067554 |
| mAP_test_abs_values_10 | 89.458571 | 1.629605 |
Code
def extract_number(text):
if isinstance(text, str):
matches = re.findall(r'\d+', text)
return int(matches[0]) if matches else 1
return 1
res_valid_mwu_72['id'] = res_valid_mwu_72.index.to_series().apply(extract_number)
res_test_mwu_72['id'] = res_test_mwu_72.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid_mwu_72,res_test_mwu_72])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test_mwu_72 = res_test_mwu_72.sort_values(by=['id']).reset_index().query("index !='average_map'")
res_valid_mwu_72 = res_valid_mwu_72.reset_index(drop=True)
res_valid_mwu_72.columns = ['valid_score', 'std', 'id']
res_valid_mwu_72 = res_valid_mwu_72[['valid_score', 'id']]
res_test_mwu_72.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_72 = res_test_mwu_72[['test_score', 'id']]
result_merged_mwu_72 = pd.merge(res_valid_mwu_72,res_test_mwu_72,on='id')
result_merged_mwu_72.sort_values(by=['valid_score'], ascending=False,inplace=True)
result_merged_mwu_72 = result_merged_mwu_72[['id','valid_score','test_score']]
html_table = result_merged_mwu_72.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))| id | valid_score | test_score | |
|---|---|---|---|
| 0 | 11 | 89.699286 | 90.934286 |
| 1 | 19 | 89.653571 | 91.574286 |
| 2 | 12 | 89.511429 | 89.913571 |
| 3 | 20 | 89.493571 | 90.343571 |
| 4 | 13 | 89.329286 | 89.704286 |
| 5 | 18 | 89.321429 | 91.148571 |
| 6 | 6 | 89.147143 | 89.908571 |
| 7 | 16 | 89.046429 | 90.490714 |
| 8 | 2 | 88.942143 | 90.248571 |
| 9 | 8 | 88.929286 | 89.912143 |
| 10 | 4 | 88.649286 | 89.520000 |
| 11 | 17 | 88.604286 | 91.116429 |
| 12 | 26 | 88.583571 | 89.847857 |
| 13 | 14 | 88.565714 | 90.061429 |
| 14 | 23 | 88.517857 | 91.434286 |
| 15 | 1 | 88.507143 | 90.268571 |
| 16 | 9 | 88.495714 | 89.902857 |
| 17 | 15 | 88.430714 | 89.598571 |
| 18 | 5 | 88.389286 | 90.281429 |
| 19 | 3 | 88.237857 | 90.845000 |
| 20 | 7 | 88.232857 | 90.358571 |
| 21 | 10 | 88.065000 | 89.458571 |
| 22 | 25 | 88.041429 | 90.606429 |
| 23 | 21 | 87.717857 | 91.083571 |
| 24 | 24 | 87.233571 | 90.050000 |
| 25 | 22 | 87.041429 | 89.476429 |
The results in this presentation are from two experimental designs:
The thresholding is based on fixed values between -1 and 1 on a step size of 0.1.
Code
#%%
layer_vsn = 'v3_layers'
dt_valid = pd.read_csv(f"final paper results/merged_validation_runs_wide_format_abs_17092024_top100_{layer_vsn}.csv")
dt_test = pd.read_csv(f"final paper results/merged_test_runs_wide_format_abs_17092024_top100_{layer_vsn}.csv")
output_size = 80
query = (
"output_size == @output_size "
)
dt_valid = dt_valid.query(query)
dt_test = dt_test.query(query)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 372 | 80 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 80.77 | 82.65 | 81.27 | 85.07 | 83.34 | 84.57 | 81.18 | 83.79 | 85.27 | 85.79 | 84.05 | 84.93 | 85.66 | 84.38 | 83.64 | 83.27 | 82.32 | 85.57 | 85.45 | 84.16 | 81.69 | 80.89 | 83.38 | 82.93 | 79.98 | 81.47 |
| 145 | 372 | 80 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 80.81 | 83.12 | 82.67 | 83.31 | 84.26 | 83.47 | 83.23 | 85.05 | 84.07 | 83.73 | 84.77 | 83.63 | 85.59 | 82.99 | 83.64 | 85.63 | 84.42 | 84.85 | 85.74 | 85.57 | 82.11 | 82.18 | 81.18 | 81.03 | 80.48 | 83.51 |
| 146 | 372 | 80 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 84.17 | 83.42 | 84.08 | 84.05 | 82.99 | 85.34 | 82.51 | 84.19 | 85.75 | 84.33 | 85.89 | 85.35 | 86.67 | 83.45 | 84.37 | 84.82 | 86.88 | 86.69 | 85.56 | 85.33 | 82.77 | 82.71 | 84.51 | 81.28 | 82.24 | 82.52 |
| 147 | 372 | 80 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 83.06 | 84.65 | 83.94 | 84.62 | 84.43 | 83.80 | 83.47 | 85.68 | 85.12 | 85.36 | 88.03 | 87.01 | 85.48 | 83.53 | 84.87 | 86.32 | 82.38 | 86.51 | 86.13 | 86.54 | 83.43 | 84.93 | 82.15 | 81.23 | 83.06 | 83.94 |
| 152 | 372 | 80 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 81.39 | 84.03 | 81.54 | 82.53 | 83.30 | 83.32 | 84.41 | 85.57 | 85.59 | 85.31 | 85.56 | 85.76 | 82.80 | 83.21 | 84.83 | 83.70 | 83.96 | 85.69 | 84.21 | 83.46 | 82.32 | 84.30 | 80.09 | 80.89 | 82.11 | 82.88 |
| 153 | 372 | 80 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 82.76 | 84.29 | 86.04 | 83.69 | 84.92 | 84.30 | 85.34 | 85.06 | 85.34 | 84.40 | 87.75 | 84.28 | 84.64 | 84.79 | 85.47 | 86.55 | 84.55 | 85.39 | 86.46 | 85.90 | 82.04 | 84.26 | 80.45 | 83.55 | 84.31 | 84.70 |
| 154 | 372 | 80 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 84.20 | 86.51 | 83.82 | 84.13 | 86.48 | 85.51 | 84.12 | 86.19 | 85.46 | 86.60 | 85.70 | 86.56 | 86.93 | 85.57 | 86.25 | 85.79 | 19.49 | 85.42 | 84.16 | 85.27 | 81.91 | 83.97 | 84.00 | 83.30 | 84.20 | 83.34 |
| 155 | 372 | 80 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 83.95 | 85.59 | 84.12 | 84.73 | 81.38 | 85.39 | 83.31 | 85.86 | 86.29 | 85.37 | 87.60 | 88.14 | 86.62 | 86.06 | 84.54 | 87.50 | 85.92 | 85.14 | 87.58 | 86.24 | 84.63 | 84.08 | 84.28 | 83.22 | 83.79 | 84.12 |
| 160 | 372 | 80 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 82.15 | 84.16 | 75.91 | 84.42 | 82.00 | 82.20 | 82.59 | 84.01 | 83.44 | 83.26 | 84.42 | 85.20 | 83.57 | 84.92 | 85.66 | 67.54 | 83.84 | 82.17 | 82.37 | 84.65 | 80.16 | 81.41 | 80.90 | 83.99 | 80.02 | 83.31 |
| 161 | 372 | 80 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 83.31 | 83.78 | 86.25 | 83.99 | 86.15 | 84.38 | 84.19 | 86.60 | 84.46 | 85.29 | 85.74 | 84.17 | 85.41 | 84.52 | 81.93 | 85.52 | 83.86 | 87.45 | 86.80 | 86.90 | 83.50 | 82.01 | 82.26 | 83.97 | 84.30 | 84.27 |
| 162 | 372 | 80 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 83.82 | 84.01 | 85.77 | 83.40 | 82.19 | 84.96 | 85.26 | 85.66 | 85.85 | 85.42 | 85.81 | 86.24 | 86.52 | 85.97 | 86.16 | 86.79 | 86.14 | 84.29 | 87.30 | 84.99 | 83.21 | 84.28 | 83.44 | 82.92 | 82.62 | 86.10 |
| 163 | 372 | 80 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 80.51 | 83.43 | 85.72 | 87.66 | 86.73 | 86.17 | 84.79 | 86.51 | 86.81 | 83.40 | 84.84 | 86.65 | 85.60 | 86.39 | 85.26 | 84.69 | 84.92 | 86.71 | 88.43 | 85.84 | 84.56 | 81.75 | 82.46 | 83.17 | 81.52 | 88.49 |
| 168 | 372 | 80 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 83.18 | 82.48 | 84.30 | 83.12 | 82.58 | 84.51 | 82.03 | 85.48 | 85.18 | 82.99 | 86.97 | 83.42 | 83.66 | 83.91 | 85.90 | 85.88 | 83.79 | 84.09 | 83.65 | 85.24 | 83.33 | 80.97 | 82.92 | 81.77 | 81.92 | 81.56 |
| 169 | 372 | 80 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 83.24 | 85.77 | 83.22 | 84.22 | 83.64 | 86.60 | 85.47 | 85.15 | 86.18 | 84.18 | 86.43 | 87.09 | 84.49 | 84.57 | 86.13 | 87.11 | 84.77 | 85.81 | 86.15 | 84.99 | 82.82 | 80.93 | 85.66 | 83.52 | 82.94 | 83.50 |
| 170 | 372 | 80 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 84.10 | 84.57 | 84.00 | 87.24 | 83.86 | 85.68 | 86.55 | 84.35 | 86.56 | 84.72 | 85.67 | 87.46 | 88.56 | 86.72 | 86.92 | 86.02 | 85.60 | 85.41 | 86.57 | 88.30 | 81.39 | 84.37 | 83.88 | 83.41 | 82.67 | 84.67 |
| 171 | 372 | 80 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 83.64 | 86.24 | 84.21 | 84.78 | 82.98 | 86.46 | 85.71 | 85.06 | 85.78 | 87.30 | 85.66 | 88.13 | 85.24 | 86.33 | 85.25 | 87.67 | 85.26 | 86.37 | 84.11 | 86.76 | 83.69 | 82.85 | 83.59 | 82.87 | 83.09 | 84.49 |
| 176 | 372 | 80 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 84.33 | 84.51 | 83.04 | 83.33 | 83.13 | 82.36 | 85.17 | 84.19 | 84.08 | 87.29 | 83.61 | 84.76 | 84.50 | 83.90 | 84.00 | 86.71 | 84.18 | 85.66 | 84.83 | 86.49 | 83.33 | 82.32 | 81.63 | 82.24 | 83.04 | 83.49 |
| 177 | 372 | 80 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 83.21 | 86.30 | 83.41 | 85.01 | 84.02 | 85.71 | 84.18 | 86.67 | 85.32 | 87.37 | 85.62 | 86.30 | 86.62 | 85.48 | 86.05 | 86.00 | 86.61 | 86.49 | 86.97 | 86.37 | 85.67 | 82.73 | 83.29 | 85.35 | 83.76 | 83.08 |
| 178 | 372 | 80 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 85.03 | 85.70 | 84.82 | 85.79 | 86.10 | 85.78 | 86.10 | 86.79 | 86.02 | 84.47 | 86.45 | 88.29 | 86.35 | 86.12 | 84.50 | 87.86 | 85.68 | 87.05 | 87.98 | 85.52 | 85.13 | 81.03 | 84.66 | 83.58 | 84.53 | 86.16 |
| 179 | 372 | 80 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 84.10 | 85.55 | 84.28 | 85.33 | 84.50 | 86.06 | 84.93 | 85.89 | 87.21 | 84.61 | 85.52 | 86.94 | 87.26 | 87.14 | 85.30 | 86.58 | 84.71 | 85.25 | 86.38 | 87.93 | 84.71 | 83.68 | 85.84 | 83.60 | 84.40 | 85.02 |
| 184 | 372 | 80 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 81.52 | 83.28 | 82.60 | 83.82 | 83.05 | 85.83 | 85.52 | 85.24 | 87.61 | 84.31 | 85.43 | 84.67 | 85.00 | 83.04 | 85.05 | 86.30 | 83.78 | 84.89 | 84.48 | 85.41 | 82.88 | 80.94 | 83.54 | 85.02 | 83.87 | 83.57 |
| 185 | 372 | 80 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 85.70 | 85.32 | 86.42 | 86.50 | 83.75 | 86.13 | 84.03 | 86.65 | 84.72 | 86.90 | 87.54 | 86.84 | 86.89 | 85.88 | 84.60 | 86.81 | 86.61 | 86.34 | 83.91 | 85.53 | 84.92 | 81.09 | 83.51 | 83.83 | 83.28 | 83.51 |
| 186 | 372 | 80 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 84.56 | 83.20 | 85.66 | 84.27 | 84.04 | 87.16 | 86.13 | 84.85 | 86.20 | 87.40 | 86.72 | 87.02 | 86.41 | 86.10 | 85.82 | 87.69 | 84.85 | 84.31 | 86.01 | 86.81 | 86.09 | 82.71 | 85.39 | 84.24 | 84.30 | 83.74 |
| 187 | 372 | 80 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 84.76 | 85.92 | 84.91 | 85.24 | 85.45 | 84.90 | 86.56 | 86.64 | 88.54 | 86.40 | 83.78 | 85.56 | 84.58 | 84.61 | 86.28 | 88.05 | 88.70 | 85.26 | 86.79 | 85.67 | 84.00 | 82.81 | 81.63 | 84.01 | 83.37 | 81.86 |
| 192 | 372 | 80 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 84.46 | 85.56 | 83.51 | 83.09 | 80.99 | 85.85 | 84.70 | 84.99 | 84.43 | 85.68 | 85.88 | 87.27 | 86.21 | 85.20 | 84.79 | 87.01 | 83.76 | 86.62 | 85.62 | 85.95 | 81.32 | 82.21 | 82.51 | 82.97 | 82.18 | 84.92 |
| 193 | 372 | 80 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 84.13 | 85.82 | 86.14 | 86.18 | 84.49 | 87.62 | 85.42 | 85.69 | 85.62 | 86.88 | 86.23 | 87.38 | 87.41 | 84.98 | 85.00 | 85.35 | 85.39 | 86.35 | 88.32 | 88.43 | 83.57 | 83.44 | 84.04 | 86.20 | 82.21 | 82.88 |
| 194 | 372 | 80 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 86.13 | 84.79 | 84.75 | 85.56 | 84.97 | 84.48 | 87.61 | 85.61 | 85.53 | 87.02 | 87.44 | 87.73 | 86.15 | 87.18 | 85.12 | 89.23 | 85.95 | 86.45 | 87.11 | 86.65 | 83.66 | 84.91 | 84.76 | 83.85 | 83.75 | 85.27 |
| 195 | 372 | 80 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 86.13 | 86.34 | 85.64 | 86.11 | 86.76 | 86.88 | 85.79 | 86.72 | 86.48 | 85.48 | 86.51 | 88.12 | 87.52 | 86.72 | 86.23 | 85.77 | 86.56 | 87.06 | 84.56 | 85.79 | 84.71 | 83.60 | 83.60 | 83.25 | 84.57 | 84.52 |
| 200 | 372 | 80 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 84.70 | 85.61 | 85.41 | 85.72 | 84.59 | 84.59 | 85.59 | 87.25 | 86.37 | 85.13 | 83.90 | 86.52 | 84.35 | 85.54 | 85.39 | 86.34 | 85.70 | 84.70 | 85.95 | 86.12 | 83.03 | 84.41 | 83.91 | 83.65 | 84.82 | 82.54 |
| 201 | 372 | 80 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 85.91 | 86.02 | 87.19 | 86.32 | 83.77 | 85.23 | 87.13 | 85.06 | 87.92 | 86.33 | 87.87 | 85.91 | 87.75 | 85.68 | 85.28 | 87.07 | 85.21 | 86.85 | 86.92 | 85.58 | 83.14 | 83.87 | 87.22 | 86.27 | 85.85 | 85.80 |
| 202 | 372 | 80 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 85.64 | 85.73 | 86.61 | 84.15 | 84.95 | 85.45 | 86.68 | 86.57 | 85.04 | 84.84 | 85.30 | 86.24 | 85.30 | 86.82 | 87.03 | 85.26 | 85.70 | 85.56 | 87.74 | 87.79 | 84.83 | 83.90 | 83.65 | 86.09 | 84.97 | 84.85 |
| 203 | 372 | 80 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 85.24 | 84.57 | 85.70 | 85.39 | 86.15 | 86.72 | 85.33 | 86.65 | 85.61 | 84.45 | 85.54 | 85.79 | 87.27 | 86.17 | 85.77 | 87.18 | 85.21 | 89.16 | 86.18 | 88.05 | 83.96 | 83.17 | 84.57 | 82.68 | 85.09 | 84.61 |
| 208 | 372 | 80 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 84.73 | 85.58 | 83.57 | 83.55 | 83.33 | 87.74 | 85.79 | 85.54 | 84.64 | 85.29 | 86.77 | 85.70 | 87.83 | 85.30 | 85.01 | 87.82 | 85.72 | 85.44 | 86.27 | 85.35 | 82.85 | 82.38 | 84.77 | 85.38 | 84.44 | 85.13 |
| 209 | 372 | 80 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 83.56 | 84.30 | 85.28 | 84.22 | 85.53 | 85.62 | 85.90 | 85.66 | 86.88 | 86.25 | 86.35 | 86.00 | 85.98 | 86.81 | 84.65 | 84.79 | 86.10 | 87.82 | 85.74 | 87.17 | 82.89 | 83.08 | 83.84 | 83.61 | 83.19 | 85.60 |
| 210 | 372 | 80 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 83.86 | 85.86 | 83.55 | 85.80 | 85.89 | 86.45 | 85.60 | 87.42 | 86.62 | 85.46 | 86.02 | 85.40 | 84.99 | 87.97 | 87.19 | 88.08 | 83.92 | 86.41 | 85.82 | 86.28 | 83.51 | 82.67 | 84.14 | 83.70 | 81.91 | 81.51 |
| 211 | 372 | 80 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 84.79 | 19.49 | 87.59 | 85.58 | 84.59 | 85.55 | 85.32 | 86.25 | 86.60 | 87.18 | 86.76 | 85.31 | 85.72 | 85.49 | 86.48 | 86.29 | 84.64 | 84.28 | 84.09 | 87.60 | 84.64 | 86.22 | 83.00 | 82.10 | 83.21 | 83.80 |
| 216 | 372 | 80 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 84.57 | 80.90 | 81.00 | 83.82 | 81.83 | 84.34 | 83.31 | 84.84 | 85.04 | 85.70 | 84.50 | 84.73 | 82.55 | 81.50 | 83.76 | 81.46 | 83.36 | 82.39 | 84.87 | 83.54 | 80.23 | 82.04 | 83.09 | 82.46 | 81.26 | 81.47 |
| 217 | 372 | 80 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 84.54 | 83.82 | 85.09 | 85.33 | 85.83 | 83.68 | 85.29 | 83.67 | 86.38 | 86.12 | 86.51 | 87.58 | 85.63 | 85.05 | 86.35 | 86.49 | 84.59 | 85.53 | 87.07 | 86.05 | 82.73 | 83.94 | 83.64 | 83.22 | 81.55 | 84.41 |
| 218 | 372 | 80 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 83.21 | 82.12 | 84.88 | 83.53 | 83.22 | 88.28 | 85.62 | 85.85 | 85.20 | 85.20 | 87.18 | 87.18 | 85.80 | 85.06 | 84.84 | 86.74 | 85.08 | 84.77 | 84.98 | 85.97 | 82.14 | 85.45 | 80.92 | 80.29 | 84.65 | 84.88 |
| 219 | 372 | 80 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 84.13 | 84.46 | 84.09 | 83.44 | 85.04 | 85.51 | 86.36 | 86.14 | 86.95 | 85.08 | 84.12 | 86.63 | 86.43 | 87.84 | 84.87 | 86.98 | 86.66 | 85.77 | 87.62 | 87.70 | 84.22 | 83.74 | 85.26 | 84.20 | 86.33 | 85.25 |
| 224 | 372 | 80 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 82.48 | 80.99 | 85.03 | 84.36 | 80.86 | 84.40 | 85.85 | 84.58 | 81.59 | 85.61 | 84.68 | 82.98 | 85.27 | 82.77 | 84.07 | 85.42 | 84.06 | 84.87 | 85.94 | 85.88 | 82.32 | 82.93 | 81.08 | 81.27 | 83.57 | 81.14 |
| 225 | 372 | 80 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 85.22 | 85.06 | 83.43 | 83.49 | 86.37 | 85.61 | 85.27 | 87.62 | 85.97 | 86.10 | 86.36 | 87.59 | 84.44 | 87.01 | 86.49 | 86.85 | 86.19 | 84.49 | 86.96 | 88.42 | 82.47 | 83.48 | 83.22 | 83.94 | 83.18 | 81.87 |
| 226 | 372 | 80 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 85.22 | 84.31 | 87.07 | 84.87 | 84.69 | 85.59 | 84.45 | 86.24 | 84.68 | 85.05 | 86.37 | 87.08 | 88.05 | 86.88 | 84.12 | 86.13 | 86.22 | 87.11 | 84.78 | 86.52 | 85.67 | 84.61 | 85.41 | 85.67 | 86.29 | 84.95 |
| 227 | 372 | 80 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 84.81 | 85.35 | 83.92 | 85.36 | 84.55 | 86.43 | 84.18 | 88.16 | 85.54 | 86.36 | 87.50 | 85.86 | 85.07 | 88.22 | 85.48 | 86.37 | 85.63 | 87.40 | 85.84 | 85.65 | 85.21 | 84.43 | 84.87 | 83.33 | 86.66 | 83.16 |
| 232 | 372 | 80 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 82.23 | 82.26 | 83.47 | 85.10 | 81.73 | 84.19 | 86.02 | 81.97 | 84.24 | 83.27 | 84.96 | 87.23 | 85.60 | 85.55 | 83.90 | 82.93 | 84.66 | 83.89 | 84.35 | 87.83 | 81.13 | 83.57 | 83.06 | 83.86 | 83.15 | 81.59 |
| 233 | 372 | 80 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 84.73 | 84.33 | 85.85 | 85.09 | 84.94 | 83.74 | 86.83 | 86.60 | 86.85 | 84.73 | 85.40 | 86.33 | 88.12 | 84.78 | 84.50 | 87.95 | 84.65 | 85.92 | 83.64 | 85.16 | 85.05 | 82.99 | 83.54 | 83.34 | 85.52 | 83.92 |
| 234 | 372 | 80 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 83.79 | 85.90 | 84.49 | 84.76 | 85.09 | 86.88 | 85.99 | 86.19 | 86.96 | 85.04 | 87.37 | 86.48 | 85.81 | 85.23 | 84.10 | 86.04 | 85.68 | 85.73 | 86.35 | 84.75 | 84.53 | 83.89 | 84.06 | 82.33 | 82.88 | 86.82 |
| 235 | 372 | 80 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 84.20 | 86.45 | 83.77 | 84.85 | 84.59 | 85.67 | 86.18 | 86.17 | 83.23 | 84.10 | 84.97 | 85.48 | 87.52 | 85.24 | 85.95 | 85.60 | 84.02 | 87.38 | 86.98 | 86.37 | 82.13 | 83.98 | 84.75 | 83.13 | 83.71 | 85.56 |
| 240 | 372 | 80 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 81.63 | 84.22 | 83.81 | 84.56 | 82.18 | 82.88 | 82.92 | 86.39 | 86.90 | 83.02 | 85.07 | 83.83 | 86.09 | 84.00 | 85.26 | 84.61 | 84.69 | 85.43 | 86.72 | 84.55 | 81.89 | 82.16 | 80.81 | 82.59 | 82.39 | 82.23 |
| 241 | 372 | 80 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 84.71 | 86.10 | 84.76 | 84.24 | 85.23 | 85.26 | 86.64 | 85.83 | 85.47 | 86.73 | 85.57 | 87.25 | 87.90 | 84.14 | 85.02 | 86.33 | 85.78 | 85.52 | 86.28 | 86.51 | 83.92 | 84.58 | 83.17 | 83.28 | 83.68 | 83.97 |
| 242 | 372 | 80 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 84.29 | 86.69 | 84.63 | 83.43 | 84.47 | 86.33 | 85.16 | 86.17 | 87.51 | 85.55 | 87.08 | 84.20 | 83.97 | 85.94 | 86.87 | 86.15 | 86.53 | 87.12 | 87.39 | 87.53 | 84.75 | 84.62 | 84.44 | 85.14 | 82.87 | 84.14 |
| 243 | 372 | 80 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 85.11 | 85.80 | 84.73 | 84.61 | 84.91 | 86.13 | 85.78 | 87.39 | 85.74 | 86.30 | 88.40 | 86.92 | 86.88 | 84.59 | 83.17 | 86.22 | 85.35 | 86.88 | 88.19 | 86.46 | 83.05 | 83.27 | 82.94 | 85.87 | 84.88 | 84.73 |
| 248 | 372 | 80 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 82.37 | 84.41 | 83.12 | 83.75 | 84.35 | 85.22 | 87.17 | 83.93 | 86.47 | 83.94 | 85.90 | 87.31 | 82.90 | 86.42 | 84.34 | 86.49 | 85.14 | 86.18 | 85.52 | 85.72 | 82.85 | 82.77 | 84.00 | 82.63 | 82.56 | 81.50 |
| 249 | 372 | 80 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 84.13 | 85.64 | 86.97 | 85.72 | 83.54 | 85.89 | 86.21 | 86.81 | 88.14 | 86.78 | 85.14 | 86.43 | 86.41 | 85.26 | 86.33 | 90.49 | 86.38 | 87.53 | 86.03 | 86.04 | 84.91 | 82.57 | 86.11 | 82.85 | 84.95 | 84.82 |
| 250 | 372 | 80 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 85.23 | 84.09 | 81.82 | 86.62 | 85.72 | 85.80 | 85.41 | 84.93 | 85.59 | 85.39 | 85.50 | 87.78 | 87.19 | 86.66 | 86.59 | 85.63 | 86.60 | 86.83 | 86.57 | 88.87 | 81.45 | 84.93 | 85.32 | 84.72 | 86.41 | 86.78 |
| 251 | 372 | 80 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 85.79 | 84.54 | 85.86 | 86.53 | 88.42 | 86.97 | 86.15 | 87.01 | 87.30 | 85.56 | 87.26 | 88.13 | 84.72 | 87.22 | 84.80 | 86.82 | 85.73 | 87.51 | 86.02 | 86.20 | 86.55 | 83.78 | 85.27 | 84.28 | 87.26 | 82.83 |
| 256 | 372 | 80 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 84.36 | 82.71 | 83.35 | 83.77 | 86.24 | 85.70 | 84.29 | 85.28 | 83.09 | 83.57 | 86.34 | 86.10 | 84.53 | 85.20 | 85.99 | 86.38 | 84.83 | 84.34 | 84.60 | 84.11 | 82.82 | 83.58 | 81.90 | 85.54 | 82.72 | 83.72 |
| 257 | 372 | 80 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 83.08 | 85.07 | 84.50 | 86.15 | 85.88 | 86.43 | 86.39 | 86.42 | 85.41 | 87.15 | 88.03 | 86.84 | 85.43 | 83.99 | 88.13 | 86.27 | 88.29 | 85.92 | 87.52 | 86.58 | 84.25 | 85.42 | 83.19 | 85.41 | 85.52 | 82.46 |
| 258 | 372 | 80 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 84.06 | 83.99 | 83.17 | 84.32 | 84.42 | 86.42 | 86.86 | 86.98 | 88.11 | 86.47 | 86.07 | 86.00 | 84.36 | 85.49 | 85.67 | 86.01 | 86.48 | 85.13 | 87.58 | 88.10 | 83.99 | 84.43 | 83.60 | 86.20 | 82.58 | 85.12 |
| 259 | 372 | 80 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 85.20 | 85.88 | 85.94 | 88.63 | 84.60 | 86.78 | 84.76 | 86.42 | 87.40 | 87.34 | 85.62 | 86.04 | 85.98 | 85.77 | 85.45 | 87.54 | 86.57 | 87.19 | 87.19 | 84.65 | 83.46 | 85.65 | 83.92 | 84.87 | 86.17 | 80.55 |
| 264 | 372 | 80 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 83.92 | 82.76 | 84.95 | 84.62 | 86.07 | 86.01 | 85.15 | 85.08 | 85.31 | 84.02 | 84.35 | 85.90 | 86.34 | 84.04 | 84.94 | 85.47 | 85.35 | 84.30 | 86.30 | 86.88 | 82.46 | 82.35 | 83.50 | 84.19 | 83.03 | 82.80 |
| 265 | 372 | 80 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 83.91 | 87.04 | 86.35 | 86.94 | 86.84 | 85.10 | 84.89 | 86.83 | 85.85 | 86.92 | 87.60 | 86.75 | 88.32 | 85.90 | 86.66 | 85.96 | 85.03 | 87.17 | 86.15 | 86.88 | 84.19 | 85.38 | 81.77 | 84.31 | 84.20 | 86.19 |
| 266 | 372 | 80 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 85.12 | 85.83 | 85.86 | 86.84 | 84.63 | 85.82 | 88.47 | 86.09 | 86.74 | 87.12 | 86.39 | 88.14 | 86.14 | 86.90 | 87.28 | 87.23 | 86.46 | 87.21 | 87.25 | 86.67 | 83.27 | 84.70 | 86.74 | 84.35 | 85.24 | 86.54 |
| 267 | 372 | 80 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 83.80 | 86.01 | 85.87 | 83.93 | 84.12 | 86.97 | 86.95 | 88.04 | 85.19 | 87.09 | 87.44 | 86.99 | 87.69 | 85.37 | 85.01 | 86.84 | 85.98 | 86.65 | 88.95 | 87.71 | 84.24 | 83.03 | 85.13 | 84.96 | 85.38 | 85.72 |
| 272 | 372 | 80 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 85.07 | 84.66 | 83.43 | 85.46 | 84.71 | 85.30 | 85.52 | 85.08 | 84.27 | 85.85 | 86.99 | 85.27 | 86.51 | 87.67 | 86.07 | 86.67 | 85.42 | 88.09 | 86.55 | 86.07 | 83.01 | 85.12 | 83.84 | 82.26 | 82.31 | 83.51 |
| 273 | 372 | 80 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 84.30 | 86.52 | 86.26 | 86.45 | 85.83 | 86.07 | 86.87 | 86.92 | 85.97 | 85.40 | 86.58 | 87.09 | 85.91 | 87.34 | 86.15 | 87.38 | 85.26 | 86.53 | 87.80 | 85.23 | 82.85 | 83.90 | 84.18 | 84.75 | 83.65 | 83.90 |
| 274 | 372 | 80 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 85.32 | 85.85 | 86.26 | 85.27 | 84.98 | 85.89 | 87.15 | 85.68 | 86.76 | 84.69 | 87.07 | 86.37 | 88.71 | 85.30 | 86.35 | 88.27 | 85.39 | 87.09 | 85.45 | 85.82 | 86.28 | 83.39 | 85.61 | 84.55 | 83.42 | 88.15 |
| 275 | 372 | 80 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 84.90 | 86.47 | 83.43 | 87.08 | 86.43 | 86.71 | 86.53 | 86.35 | 86.94 | 85.42 | 86.46 | 87.74 | 88.17 | 85.96 | 85.06 | 85.08 | 87.36 | 87.61 | 88.31 | 86.39 | 84.34 | 85.59 | 85.82 | 85.66 | 83.51 | 84.96 |
| 280 | 372 | 80 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 83.85 | 84.46 | 83.86 | 85.08 | 84.23 | 85.76 | 87.33 | 86.47 | 86.82 | 85.55 | 86.22 | 87.95 | 84.07 | 84.87 | 84.93 | 86.42 | 84.01 | 84.45 | 84.40 | 85.96 | 85.85 | 81.96 | 87.34 | 83.28 | 83.08 | 83.89 |
| 281 | 372 | 80 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 85.90 | 85.52 | 86.13 | 85.85 | 85.92 | 86.96 | 87.08 | 86.77 | 84.51 | 85.62 | 85.03 | 87.12 | 86.34 | 85.30 | 86.86 | 85.39 | 85.45 | 87.27 | 84.61 | 87.81 | 85.81 | 83.90 | 84.47 | 84.03 | 83.51 | 85.11 |
| 282 | 372 | 80 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 85.69 | 87.51 | 84.12 | 84.03 | 84.47 | 86.70 | 87.46 | 85.82 | 85.59 | 86.28 | 87.60 | 87.49 | 83.79 | 84.93 | 85.68 | 85.30 | 86.23 | 86.05 | 86.44 | 87.29 | 85.48 | 83.20 | 85.09 | 85.31 | 84.20 | 82.39 |
| 283 | 372 | 80 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 85.09 | 84.00 | 85.77 | 84.17 | 86.29 | 86.41 | 85.41 | 85.64 | 86.15 | 87.63 | 85.50 | 87.56 | 85.21 | 86.87 | 84.69 | 87.29 | 85.34 | 85.10 | 86.28 | 87.47 | 83.42 | 84.91 | 84.76 | 84.16 | 85.50 | 84.40 |
| 288 | 372 | 80 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.08 | 85.56 | 86.39 | 86.97 | 87.15 | 86.89 | 87.69 | 87.90 | 87.49 | 87.97 | 88.31 | 89.27 | 87.54 | 88.99 | 87.67 | 87.91 | 86.83 | 89.89 | 87.92 | 88.34 | 85.91 | 85.25 | 88.80 | 85.44 | 85.16 | 87.63 |
| 289 | 372 | 80 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.27 | 87.26 | 85.61 | 86.48 | 86.39 | 85.35 | 87.12 | 86.54 | 89.48 | 88.56 | 87.66 | 85.85 | 87.30 | 87.49 | 86.07 | 88.92 | 85.91 | 84.84 | 87.36 | 86.59 | 84.95 | 85.80 | 87.77 | 84.02 | 88.17 | 86.96 |
| 290 | 372 | 80 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.92 | 86.96 | 87.94 | 86.91 | 87.95 | 88.76 | 87.25 | 87.17 | 86.82 | 87.67 | 87.30 | 87.06 | 89.27 | 87.26 | 86.92 | 87.78 | 87.03 | 86.75 | 89.12 | 88.70 | 87.84 | 85.38 | 87.31 | 85.80 | 85.79 | 86.22 |
| 291 | 372 | 80 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 85.88 | 86.32 | 86.57 | 87.81 | 86.68 | 87.61 | 87.10 | 88.51 | 86.85 | 87.16 | 89.26 | 88.91 | 87.10 | 87.71 | 87.57 | 87.59 | 87.21 | 87.24 | 90.28 | 87.80 | 87.09 | 87.10 | 88.17 | 87.83 | 84.76 | 85.90 |
| 296 | 372 | 80 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.75 | 86.77 | 87.34 | 87.01 | 87.37 | 87.87 | 86.74 | 88.68 | 87.73 | 87.35 | 88.41 | 88.44 | 88.72 | 88.14 | 86.90 | 89.05 | 86.84 | 87.17 | 88.78 | 88.52 | 84.78 | 85.63 | 87.84 | 86.19 | 85.04 | 84.86 |
| 297 | 372 | 80 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.23 | 88.00 | 87.50 | 86.64 | 88.87 | 88.36 | 87.98 | 87.58 | 87.81 | 86.85 | 87.43 | 88.64 | 88.60 | 87.30 | 87.37 | 88.39 | 88.80 | 86.13 | 88.36 | 87.52 | 85.04 | 86.97 | 87.89 | 85.74 | 87.89 | 84.16 |
| 298 | 372 | 80 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.15 | 86.67 | 87.48 | 86.53 | 85.92 | 88.18 | 86.80 | 86.38 | 87.74 | 87.44 | 87.91 | 88.15 | 89.22 | 88.02 | 86.97 | 88.00 | 88.03 | 88.92 | 89.39 | 89.29 | 87.83 | 86.02 | 88.68 | 84.09 | 86.88 | 87.73 |
| 299 | 372 | 80 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.07 | 88.48 | 87.37 | 86.80 | 87.18 | 87.34 | 87.04 | 87.70 | 88.33 | 87.02 | 87.47 | 88.77 | 88.39 | 87.94 | 86.27 | 86.59 | 87.39 | 88.29 | 88.78 | 88.30 | 86.21 | 85.69 | 86.93 | 86.75 | 85.33 | 85.28 |
| 304 | 372 | 80 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.57 | 85.24 | 88.60 | 87.19 | 87.45 | 86.59 | 86.54 | 87.34 | 86.86 | 86.52 | 87.61 | 87.31 | 88.60 | 87.00 | 84.93 | 88.43 | 87.07 | 87.24 | 87.11 | 88.20 | 85.40 | 86.46 | 87.48 | 84.85 | 86.48 | 87.19 |
| 305 | 372 | 80 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.56 | 87.60 | 89.12 | 86.22 | 85.52 | 87.61 | 87.84 | 87.55 | 88.08 | 88.25 | 88.92 | 88.80 | 88.79 | 88.28 | 86.26 | 87.92 | 86.54 | 87.42 | 86.94 | 87.59 | 82.94 | 85.39 | 87.31 | 86.22 | 89.26 | 86.21 |
| 306 | 372 | 80 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.83 | 84.26 | 87.12 | 86.53 | 86.89 | 86.77 | 87.72 | 87.28 | 87.40 | 87.78 | 88.77 | 87.64 | 87.46 | 87.44 | 87.30 | 88.18 | 86.85 | 87.59 | 88.42 | 86.75 | 87.08 | 87.09 | 89.39 | 87.69 | 86.13 | 85.94 |
| 307 | 372 | 80 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.27 | 87.65 | 87.26 | 86.44 | 86.40 | 88.62 | 85.32 | 88.34 | 86.49 | 86.22 | 88.45 | 88.67 | 87.95 | 88.10 | 86.92 | 88.00 | 86.81 | 88.92 | 86.56 | 86.56 | 84.52 | 84.71 | 88.29 | 85.32 | 87.32 | 85.40 |
| 312 | 372 | 80 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.40 | 87.76 | 86.07 | 87.41 | 87.62 | 88.66 | 87.19 | 86.16 | 87.59 | 86.60 | 88.59 | 89.13 | 87.43 | 87.53 | 88.08 | 86.13 | 86.79 | 87.84 | 88.52 | 88.22 | 87.29 | 84.88 | 87.60 | 84.65 | 87.03 | 84.46 |
| 313 | 372 | 80 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.07 | 86.43 | 87.11 | 87.62 | 86.96 | 88.95 | 89.34 | 87.64 | 86.50 | 87.14 | 87.55 | 87.67 | 88.05 | 85.70 | 86.20 | 90.00 | 87.71 | 87.73 | 88.26 | 87.08 | 86.90 | 86.06 | 87.46 | 86.57 | 86.62 | 89.58 |
| 314 | 372 | 80 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.94 | 87.05 | 86.98 | 87.57 | 85.75 | 87.86 | 86.21 | 87.24 | 87.88 | 86.99 | 88.58 | 86.26 | 87.91 | 87.94 | 87.26 | 87.71 | 87.08 | 87.28 | 88.08 | 88.83 | 86.76 | 86.74 | 88.36 | 85.85 | 88.39 | 85.84 |
| 315 | 372 | 80 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.64 | 87.97 | 87.48 | 87.51 | 86.09 | 87.85 | 88.32 | 87.78 | 88.88 | 85.91 | 88.98 | 88.45 | 87.70 | 88.70 | 86.01 | 87.34 | 87.10 | 87.14 | 88.31 | 87.95 | 87.01 | 85.24 | 88.66 | 86.97 | 87.17 | 84.80 |
| 320 | 372 | 80 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 84.80 | 88.08 | 86.71 | 86.46 | 85.64 | 87.59 | 87.63 | 87.78 | 87.55 | 87.09 | 87.46 | 86.02 | 89.72 | 86.14 | 86.07 | 89.55 | 87.33 | 87.59 | 88.36 | 86.59 | 87.08 | 86.92 | 86.76 | 86.46 | 88.03 | 86.13 |
| 321 | 372 | 80 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.99 | 88.23 | 87.50 | 87.34 | 86.24 | 86.39 | 88.66 | 87.87 | 86.61 | 86.75 | 87.36 | 87.73 | 89.32 | 86.41 | 85.54 | 87.85 | 87.07 | 87.00 | 87.24 | 88.66 | 87.04 | 85.85 | 87.62 | 86.42 | 86.45 | 86.25 |
| 322 | 372 | 80 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.72 | 86.69 | 87.14 | 86.81 | 87.07 | 87.72 | 88.08 | 87.51 | 87.59 | 87.31 | 88.56 | 88.47 | 88.73 | 88.14 | 86.94 | 87.60 | 86.31 | 88.24 | 87.20 | 87.65 | 85.75 | 86.01 | 89.50 | 87.33 | 86.47 | 86.53 |
| 323 | 372 | 80 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 85.79 | 85.58 | 87.50 | 86.89 | 86.83 | 88.59 | 86.03 | 87.50 | 88.29 | 85.91 | 87.75 | 87.97 | 89.23 | 86.84 | 87.23 | 87.45 | 86.70 | 86.92 | 86.75 | 88.72 | 85.84 | 86.50 | 87.47 | 86.21 | 87.59 | 86.89 |
| 328 | 372 | 80 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.73 | 87.14 | 86.88 | 86.47 | 87.29 | 86.74 | 87.98 | 88.00 | 88.45 | 88.24 | 87.47 | 89.00 | 86.43 | 87.59 | 87.43 | 87.91 | 87.29 | 87.17 | 87.10 | 88.01 | 86.07 | 84.68 | 87.38 | 85.96 | 84.69 | 87.61 |
| 329 | 372 | 80 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.90 | 85.83 | 85.54 | 87.29 | 86.80 | 86.78 | 87.30 | 88.25 | 88.01 | 86.81 | 85.67 | 88.11 | 87.75 | 87.00 | 86.76 | 88.58 | 85.94 | 88.02 | 88.52 | 87.92 | 86.23 | 86.23 | 86.43 | 85.09 | 87.83 | 86.61 |
| 330 | 372 | 80 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.98 | 86.58 | 86.12 | 87.07 | 88.27 | 88.58 | 86.02 | 87.27 | 87.72 | 87.28 | 85.20 | 86.26 | 88.42 | 86.77 | 87.43 | 86.58 | 86.61 | 87.24 | 87.74 | 85.23 | 85.42 | 83.14 | 86.27 | 86.67 | 86.29 | 88.68 |
| 331 | 372 | 80 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.16 | 86.95 | 85.76 | 87.96 | 87.00 | 86.65 | 86.94 | 87.96 | 87.11 | 87.99 | 86.96 | 89.36 | 88.58 | 87.70 | 88.71 | 86.20 | 87.34 | 88.13 | 88.64 | 87.47 | 84.80 | 86.15 | 86.85 | 85.35 | 86.86 | 86.74 |
| 336 | 372 | 80 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 87.09 | 87.33 | 86.18 | 86.76 | 87.25 | 86.47 | 87.51 | 86.96 | 87.31 | 87.78 | 88.57 | 87.50 | 88.49 | 87.05 | 87.26 | 87.37 | 87.62 | 87.89 | 87.49 | 88.68 | 87.12 | 86.99 | 88.87 | 86.32 | 86.07 | 86.10 |
| 337 | 372 | 80 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 86.72 | 87.14 | 85.86 | 87.42 | 88.20 | 87.63 | 88.04 | 87.08 | 86.65 | 88.52 | 87.63 | 87.49 | 86.47 | 86.55 | 86.92 | 87.22 | 85.58 | 86.94 | 87.77 | 87.93 | 85.79 | 87.26 | 86.84 | 84.89 | 87.36 | 86.58 |
| 338 | 372 | 80 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 87.23 | 86.29 | 85.49 | 86.75 | 87.42 | 88.06 | 86.46 | 87.29 | 86.46 | 88.09 | 86.88 | 87.55 | 88.82 | 86.74 | 85.29 | 88.95 | 86.99 | 87.02 | 88.16 | 88.17 | 87.18 | 84.37 | 88.53 | 86.44 | 87.49 | 84.52 |
| 339 | 372 | 80 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 86.90 | 87.41 | 86.97 | 87.51 | 86.77 | 87.89 | 88.19 | 86.92 | 87.44 | 87.31 | 87.62 | 87.59 | 87.85 | 88.76 | 86.29 | 86.79 | 86.33 | 88.42 | 88.31 | 87.76 | 85.31 | 86.32 | 86.96 | 87.85 | 87.32 | 85.52 |
| 344 | 372 | 80 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 86.41 | 86.55 | 87.17 | 86.97 | 86.73 | 85.19 | 87.13 | 87.93 | 87.75 | 86.24 | 88.18 | 88.07 | 88.68 | 88.50 | 87.48 | 87.93 | 86.46 | 86.79 | 88.17 | 86.26 | 85.85 | 86.52 | 84.81 | 87.34 | 87.04 | 85.46 |
| 345 | 372 | 80 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 87.25 | 86.43 | 86.04 | 86.09 | 86.44 | 87.62 | 88.17 | 86.78 | 88.51 | 87.26 | 88.63 | 88.53 | 86.97 | 88.36 | 87.07 | 87.15 | 86.86 | 87.63 | 88.58 | 87.68 | 86.74 | 85.43 | 85.59 | 86.54 | 84.96 | 87.70 |
| 346 | 372 | 80 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 84.80 | 87.52 | 86.84 | 86.40 | 87.58 | 85.82 | 87.15 | 86.18 | 87.28 | 87.39 | 86.99 | 88.38 | 87.45 | 87.02 | 87.50 | 86.61 | 87.06 | 88.68 | 87.73 | 87.61 | 84.88 | 85.39 | 86.39 | 85.29 | 86.78 | 84.85 |
| 347 | 372 | 80 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 85.99 | 86.11 | 86.69 | 86.05 | 86.68 | 87.13 | 86.73 | 87.63 | 86.58 | 87.34 | 88.30 | 88.99 | 87.94 | 86.60 | 88.10 | 88.11 | 88.28 | 87.88 | 88.83 | 87.25 | 88.48 | 85.03 | 86.93 | 87.36 | 86.49 | 83.97 |
| 352 | 372 | 80 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 86.56 | 87.00 | 86.66 | 84.74 | 87.52 | 87.06 | 87.89 | 87.00 | 87.89 | 87.52 | 86.49 | 86.31 | 87.72 | 85.72 | 86.31 | 88.46 | 86.53 | 89.20 | 86.78 | 87.00 | 87.29 | 85.97 | 87.45 | 84.58 | 86.25 | 85.36 |
| 353 | 372 | 80 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 86.88 | 85.96 | 87.15 | 85.28 | 87.85 | 87.09 | 87.09 | 86.62 | 87.45 | 87.18 | 85.76 | 88.72 | 88.61 | 86.31 | 86.11 | 89.14 | 85.63 | 88.14 | 87.20 | 87.35 | 86.82 | 86.15 | 86.16 | 87.26 | 85.46 | 83.96 |
| 354 | 372 | 80 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 86.34 | 88.03 | 88.16 | 85.31 | 87.06 | 86.14 | 87.30 | 88.18 | 87.92 | 86.88 | 86.82 | 85.44 | 88.63 | 86.96 | 86.48 | 87.33 | 87.50 | 87.72 | 87.25 | 87.03 | 87.64 | 86.33 | 88.75 | 84.62 | 83.91 | 85.16 |
| 355 | 372 | 80 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 85.44 | 87.13 | 87.10 | 86.94 | 86.73 | 87.46 | 88.89 | 85.74 | 86.41 | 87.35 | 86.61 | 87.55 | 87.00 | 86.05 | 87.48 | 89.48 | 88.24 | 88.41 | 86.48 | 87.85 | 85.37 | 86.03 | 86.94 | 86.66 | 86.58 | 86.57 |
| 360 | 372 | 80 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 86.31 | 86.18 | 86.27 | 86.49 | 88.00 | 87.90 | 86.91 | 87.99 | 87.21 | 86.55 | 87.74 | 89.75 | 87.31 | 88.54 | 87.18 | 88.09 | 87.40 | 87.24 | 88.37 | 88.97 | 86.18 | 87.41 | 88.86 | 86.05 | 84.22 | 86.70 |
| 361 | 372 | 80 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.31 | 87.44 | 87.82 | 87.86 | 85.70 | 88.46 | 87.94 | 87.56 | 88.47 | 87.48 | 89.38 | 87.99 | 89.26 | 88.39 | 87.20 | 89.75 | 87.32 | 88.02 | 88.11 | 88.15 | 86.84 | 86.14 | 86.41 | 84.90 | 88.20 | 85.14 |
| 362 | 372 | 80 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.20 | 86.72 | 86.10 | 87.66 | 87.33 | 88.52 | 89.27 | 86.47 | 87.90 | 88.65 | 88.74 | 87.94 | 90.55 | 86.96 | 87.26 | 86.20 | 88.73 | 89.49 | 88.66 | 88.33 | 87.73 | 86.65 | 87.85 | 87.54 | 86.05 | 86.77 |
| 363 | 372 | 80 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.39 | 87.32 | 87.17 | 86.99 | 85.82 | 89.04 | 88.44 | 88.15 | 87.42 | 87.40 | 87.26 | 88.62 | 90.43 | 87.09 | 86.41 | 88.01 | 87.98 | 88.83 | 88.82 | 89.14 | 85.52 | 88.78 | 87.89 | 86.15 | 86.87 | 87.62 |
| 368 | 372 | 80 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 86.83 | 88.25 | 86.96 | 87.43 | 85.95 | 87.24 | 86.95 | 88.37 | 86.64 | 87.78 | 88.58 | 87.86 | 89.68 | 87.56 | 88.19 | 87.71 | 87.91 | 87.38 | 86.77 | 89.17 | 85.00 | 86.26 | 86.81 | 84.97 | 85.64 | 85.16 |
| 369 | 372 | 80 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.54 | 85.80 | 86.86 | 85.83 | 88.54 | 87.32 | 86.21 | 86.66 | 87.20 | 87.68 | 87.45 | 86.71 | 88.17 | 87.25 | 86.90 | 87.74 | 86.46 | 87.99 | 89.27 | 88.46 | 86.15 | 84.47 | 86.52 | 87.09 | 88.47 | 88.09 |
| 370 | 372 | 80 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.96 | 86.40 | 85.28 | 88.69 | 87.57 | 87.95 | 86.59 | 88.16 | 86.88 | 87.15 | 86.96 | 89.38 | 88.79 | 87.72 | 86.60 | 88.04 | 89.46 | 88.16 | 89.21 | 88.71 | 85.99 | 84.83 | 87.61 | 86.72 | 85.40 | 86.16 |
| 371 | 372 | 80 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.06 | 88.02 | 86.45 | 86.71 | 86.41 | 87.03 | 88.65 | 87.19 | 86.23 | 87.79 | 88.87 | 87.84 | 87.38 | 88.90 | 88.53 | 87.80 | 88.48 | 88.27 | 88.88 | 86.91 | 85.19 | 86.60 | 89.57 | 87.54 | 86.14 | 87.63 |
| 376 | 372 | 80 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 86.43 | 86.58 | 87.78 | 85.16 | 87.77 | 88.08 | 87.13 | 87.67 | 87.50 | 87.10 | 87.55 | 88.41 | 87.55 | 87.69 | 85.89 | 88.52 | 89.08 | 87.37 | 86.89 | 87.80 | 87.05 | 85.10 | 87.76 | 85.61 | 86.69 | 87.30 |
| 377 | 372 | 80 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.33 | 86.83 | 88.36 | 86.72 | 87.25 | 88.59 | 88.66 | 88.11 | 86.78 | 87.43 | 87.25 | 87.33 | 88.39 | 86.85 | 86.50 | 87.62 | 87.40 | 87.38 | 88.10 | 87.55 | 86.15 | 85.25 | 87.52 | 86.35 | 85.21 | 86.01 |
| 378 | 372 | 80 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.86 | 87.46 | 87.34 | 87.95 | 88.08 | 87.73 | 86.16 | 88.03 | 87.73 | 87.64 | 87.11 | 86.30 | 86.41 | 86.43 | 86.13 | 88.56 | 87.59 | 88.05 | 88.20 | 87.49 | 86.20 | 86.74 | 88.12 | 87.62 | 86.05 | 88.01 |
| 379 | 372 | 80 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 85.83 | 87.15 | 87.51 | 87.09 | 87.47 | 87.08 | 85.80 | 87.42 | 87.13 | 86.99 | 88.17 | 89.00 | 88.14 | 85.54 | 87.39 | 87.15 | 84.83 | 88.98 | 88.56 | 86.96 | 87.18 | 85.29 | 86.19 | 86.41 | 87.73 | 84.26 |
| 384 | 372 | 80 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.17 | 88.02 | 85.45 | 87.55 | 87.80 | 88.16 | 86.50 | 88.30 | 88.50 | 86.95 | 88.31 | 88.01 | 88.15 | 86.14 | 87.41 | 88.19 | 87.36 | 87.92 | 87.22 | 88.10 | 86.56 | 85.67 | 88.45 | 85.25 | 85.66 | 86.48 |
| 385 | 372 | 80 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 85.92 | 86.23 | 85.37 | 86.88 | 88.53 | 87.39 | 87.08 | 88.01 | 87.03 | 86.76 | 88.40 | 89.31 | 88.54 | 88.51 | 88.23 | 88.01 | 88.11 | 88.11 | 88.69 | 89.08 | 87.61 | 86.20 | 88.45 | 86.26 | 89.04 | 85.54 |
| 386 | 372 | 80 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.13 | 87.21 | 86.12 | 87.15 | 88.49 | 87.74 | 88.81 | 86.87 | 87.37 | 88.34 | 88.88 | 87.62 | 87.74 | 88.16 | 87.64 | 90.62 | 85.84 | 88.01 | 87.95 | 88.35 | 87.97 | 85.18 | 88.24 | 87.41 | 88.90 | 87.52 |
| 387 | 372 | 80 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 86.41 | 86.52 | 87.51 | 87.72 | 86.41 | 86.64 | 87.39 | 87.54 | 87.57 | 86.91 | 88.03 | 89.05 | 87.78 | 87.58 | 86.89 | 87.41 | 89.09 | 88.83 | 88.17 | 88.17 | 88.05 | 86.42 | 87.19 | 85.95 | 88.81 | 87.74 |
| 392 | 372 | 80 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 86.35 | 87.33 | 86.74 | 87.16 | 86.45 | 87.10 | 85.43 | 85.53 | 88.34 | 86.96 | 88.21 | 87.63 | 88.86 | 86.41 | 86.61 | 87.98 | 85.36 | 86.84 | 87.57 | 88.36 | 84.89 | 85.60 | 86.10 | 86.04 | 85.99 | 88.04 |
| 393 | 372 | 80 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.65 | 85.94 | 86.96 | 88.78 | 86.10 | 87.42 | 86.43 | 87.71 | 88.79 | 86.64 | 88.79 | 87.42 | 88.11 | 86.65 | 87.38 | 87.72 | 86.18 | 86.69 | 87.29 | 88.11 | 87.32 | 87.25 | 86.06 | 84.75 | 85.70 | 87.29 |
| 394 | 372 | 80 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.51 | 85.33 | 86.63 | 86.87 | 87.07 | 87.26 | 86.44 | 87.33 | 86.54 | 87.87 | 87.83 | 87.50 | 86.90 | 87.27 | 88.07 | 87.71 | 87.26 | 88.18 | 88.72 | 87.30 | 85.50 | 88.12 | 87.70 | 86.43 | 86.87 | 86.87 |
| 395 | 372 | 80 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 86.84 | 88.10 | 86.20 | 84.84 | 86.14 | 87.98 | 86.74 | 87.49 | 87.75 | 85.68 | 89.24 | 89.27 | 88.99 | 87.03 | 86.22 | 87.16 | 87.05 | 87.80 | 88.19 | 87.50 | 88.07 | 85.26 | 89.29 | 87.31 | 88.36 | 86.25 |
| 400 | 372 | 80 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.08 | 87.62 | 87.13 | 86.98 | 87.90 | 87.45 | 87.44 | 86.85 | 87.32 | 88.31 | 89.40 | 88.41 | 88.32 | 86.43 | 87.35 | 88.34 | 87.77 | 87.07 | 87.85 | 86.78 | 87.56 | 86.24 | 86.87 | 85.19 | 85.75 | 89.01 |
| 401 | 372 | 80 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.90 | 86.33 | 86.23 | 87.04 | 87.68 | 87.35 | 87.36 | 86.21 | 87.18 | 87.73 | 87.38 | 87.55 | 87.39 | 88.39 | 87.05 | 88.51 | 87.29 | 88.12 | 87.57 | 86.95 | 86.50 | 85.21 | 84.53 | 86.22 | 88.13 | 86.43 |
| 402 | 372 | 80 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.61 | 88.12 | 86.86 | 86.75 | 86.46 | 87.44 | 86.43 | 86.98 | 87.06 | 86.32 | 88.13 | 89.07 | 87.72 | 88.31 | 85.87 | 88.07 | 86.90 | 87.66 | 88.40 | 88.97 | 86.33 | 87.45 | 86.54 | 85.14 | 86.98 | 86.30 |
| 403 | 372 | 80 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 86.02 | 87.69 | 88.55 | 86.46 | 87.64 | 87.59 | 86.95 | 87.09 | 88.18 | 87.06 | 88.07 | 86.36 | 87.18 | 85.59 | 87.57 | 86.97 | 86.87 | 88.24 | 86.38 | 88.88 | 84.59 | 86.27 | 88.32 | 85.85 | 85.58 | 85.65 |
| 408 | 372 | 80 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 88.30 | 87.17 | 86.42 | 86.54 | 86.92 | 88.11 | 87.37 | 87.24 | 87.81 | 87.76 | 89.01 | 86.90 | 87.33 | 86.66 | 86.44 | 89.40 | 88.50 | 87.20 | 87.04 | 87.49 | 86.05 | 85.95 | 86.28 | 85.80 | 86.96 | 85.48 |
| 409 | 372 | 80 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.71 | 85.23 | 87.13 | 87.21 | 85.80 | 88.87 | 88.13 | 87.39 | 87.50 | 87.84 | 87.37 | 88.80 | 87.04 | 87.50 | 87.01 | 88.93 | 87.80 | 88.23 | 88.25 | 88.12 | 87.73 | 84.85 | 89.28 | 87.32 | 86.38 | 86.90 |
| 410 | 372 | 80 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.23 | 86.96 | 87.52 | 87.57 | 86.01 | 86.50 | 87.83 | 87.05 | 87.73 | 87.13 | 88.55 | 87.86 | 88.29 | 87.91 | 87.57 | 86.79 | 88.14 | 88.17 | 88.53 | 87.30 | 87.94 | 86.71 | 86.25 | 85.03 | 86.90 | 86.12 |
| 411 | 372 | 80 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 86.53 | 87.19 | 86.64 | 86.95 | 86.85 | 87.70 | 87.42 | 87.24 | 87.09 | 88.10 | 87.91 | 88.19 | 89.55 | 87.24 | 87.16 | 88.02 | 86.95 | 86.34 | 88.87 | 87.75 | 88.77 | 86.25 | 88.97 | 86.06 | 87.54 | 86.95 |
| 416 | 372 | 80 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.97 | 86.16 | 87.37 | 86.26 | 86.47 | 85.78 | 87.42 | 86.41 | 85.91 | 86.25 | 88.78 | 87.49 | 88.25 | 87.87 | 87.56 | 87.41 | 87.22 | 87.59 | 86.70 | 88.81 | 87.02 | 87.07 | 87.02 | 85.82 | 88.65 | 85.59 |
| 417 | 372 | 80 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 85.81 | 86.71 | 86.83 | 87.53 | 85.75 | 87.59 | 86.36 | 87.91 | 86.78 | 86.32 | 87.92 | 88.99 | 86.80 | 88.20 | 86.15 | 87.08 | 86.28 | 88.40 | 88.30 | 88.77 | 86.98 | 86.50 | 86.93 | 84.85 | 84.87 | 86.07 |
| 418 | 372 | 80 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 83.95 | 86.97 | 87.53 | 86.37 | 87.37 | 86.91 | 88.58 | 88.02 | 88.43 | 87.91 | 88.32 | 87.16 | 87.44 | 89.33 | 86.81 | 88.25 | 87.48 | 88.21 | 86.84 | 87.36 | 88.29 | 86.34 | 86.91 | 84.27 | 86.23 | 87.97 |
| 419 | 372 | 80 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 85.02 | 85.94 | 86.28 | 86.53 | 87.25 | 87.44 | 86.54 | 86.43 | 87.31 | 87.61 | 88.49 | 88.49 | 87.78 | 87.27 | 86.75 | 87.32 | 85.96 | 88.05 | 87.38 | 87.07 | 85.47 | 85.25 | 86.00 | 85.09 | 87.66 | 84.07 |
| 424 | 372 | 80 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 85.81 | 87.40 | 85.50 | 87.28 | 86.10 | 86.48 | 87.36 | 86.99 | 87.57 | 87.55 | 85.72 | 88.73 | 87.97 | 87.46 | 86.82 | 87.47 | 87.55 | 88.28 | 88.20 | 87.87 | 85.77 | 84.96 | 86.53 | 85.41 | 85.92 | 84.93 |
| 425 | 372 | 80 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.21 | 86.65 | 86.57 | 86.80 | 87.26 | 87.88 | 86.61 | 87.45 | 87.27 | 87.16 | 88.17 | 88.84 | 89.25 | 87.89 | 85.66 | 88.95 | 85.00 | 88.13 | 88.73 | 88.07 | 86.38 | 83.19 | 85.56 | 86.45 | 86.62 | 85.87 |
| 426 | 372 | 80 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.23 | 85.83 | 86.89 | 85.85 | 86.54 | 87.37 | 85.45 | 86.41 | 86.68 | 87.82 | 87.13 | 88.99 | 88.02 | 86.30 | 86.14 | 86.52 | 86.92 | 87.12 | 87.59 | 86.91 | 84.56 | 84.59 | 86.19 | 83.79 | 86.20 | 87.71 |
| 427 | 372 | 80 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 86.37 | 86.98 | 87.15 | 85.30 | 86.10 | 87.14 | 86.59 | 87.27 | 86.16 | 87.74 | 86.21 | 88.25 | 89.22 | 86.69 | 85.56 | 88.19 | 88.24 | 88.10 | 87.58 | 88.19 | 87.44 | 86.42 | 84.93 | 84.81 | 85.03 | 87.24 |
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 372 | 80 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 85.14 | 86.33 | 86.76 | 87.22 | 86.56 | 86.45 | 85.48 | 85.78 | 88.71 | 88.69 | 86.03 | 87.48 | 88.89 | 87.22 | 86.35 | 86.14 | 86.69 | 88.44 | 86.36 | 87.85 | 86.70 | 86.54 | 89.27 | 86.89 | 84.65 | 83.86 |
| 145 | 372 | 80 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.98 | 89.06 | 87.69 | 87.73 | 87.76 | 86.27 | 86.54 | 87.76 | 88.02 | 88.48 | 87.26 | 86.66 | 89.10 | 86.06 | 87.94 | 87.43 | 86.42 | 86.32 | 87.96 | 88.47 | 88.03 | 85.53 | 85.43 | 83.74 | 86.35 | 87.08 |
| 146 | 372 | 80 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.19 | 87.34 | 87.37 | 87.53 | 87.49 | 88.21 | 87.36 | 89.73 | 88.34 | 88.39 | 87.13 | 87.94 | 87.15 | 86.48 | 86.42 | 86.85 | 88.41 | 88.89 | 88.32 | 87.06 | 86.41 | 87.22 | 88.66 | 85.43 | 85.99 | 87.49 |
| 147 | 372 | 80 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.80 | 88.69 | 88.73 | 87.17 | 88.83 | 87.24 | 86.20 | 88.41 | 85.28 | 88.16 | 89.06 | 88.07 | 86.90 | 87.38 | 86.37 | 87.81 | 87.51 | 88.54 | 87.39 | 88.01 | 86.62 | 88.49 | 86.27 | 86.64 | 85.59 | 86.80 |
| 152 | 372 | 80 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.24 | 87.45 | 86.77 | 86.52 | 87.36 | 87.19 | 87.69 | 88.57 | 87.88 | 89.06 | 87.60 | 86.64 | 85.68 | 86.13 | 87.44 | 86.23 | 88.76 | 87.91 | 88.78 | 86.21 | 85.01 | 89.59 | 85.80 | 86.79 | 86.30 | 85.66 |
| 153 | 372 | 80 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.76 | 89.59 | 90.43 | 86.94 | 89.58 | 85.60 | 88.15 | 89.80 | 87.54 | 88.88 | 88.98 | 86.47 | 89.67 | 89.29 | 88.24 | 90.02 | 87.29 | 87.78 | 90.20 | 89.50 | 88.51 | 91.34 | 87.72 | 87.61 | 89.79 | 89.07 |
| 154 | 372 | 80 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.36 | 88.10 | 88.84 | 87.91 | 87.76 | 86.19 | 86.56 | 88.02 | 90.20 | 87.49 | 89.87 | 89.37 | 89.29 | 88.19 | 87.14 | 89.31 | 19.58 | 89.04 | 87.88 | 88.36 | 86.21 | 87.00 | 88.29 | 88.09 | 87.34 | 89.67 |
| 155 | 372 | 80 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.89 | 89.11 | 90.49 | 88.16 | 88.52 | 87.04 | 89.21 | 88.28 | 89.66 | 88.52 | 89.16 | 90.20 | 90.53 | 89.95 | 88.47 | 90.89 | 90.99 | 88.62 | 90.54 | 91.23 | 89.44 | 87.35 | 89.89 | 89.28 | 88.07 | 89.33 |
| 160 | 372 | 80 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.24 | 86.70 | 79.03 | 86.61 | 86.65 | 85.46 | 86.04 | 91.30 | 88.67 | 87.15 | 89.00 | 87.83 | 89.14 | 88.45 | 88.54 | 67.70 | 89.05 | 87.34 | 88.03 | 87.45 | 83.96 | 85.80 | 87.52 | 87.66 | 84.89 | 86.48 |
| 161 | 372 | 80 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.61 | 86.62 | 89.23 | 89.17 | 89.99 | 87.18 | 86.48 | 89.48 | 88.50 | 88.73 | 90.87 | 88.78 | 89.16 | 88.20 | 84.67 | 88.91 | 86.67 | 92.44 | 89.33 | 90.92 | 89.86 | 88.79 | 87.78 | 88.42 | 88.43 | 86.81 |
| 162 | 372 | 80 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.43 | 87.10 | 90.12 | 86.92 | 87.85 | 88.97 | 87.39 | 88.63 | 88.91 | 90.13 | 89.50 | 89.48 | 90.93 | 90.09 | 88.57 | 91.58 | 90.37 | 89.04 | 90.09 | 89.58 | 87.12 | 88.31 | 88.39 | 88.18 | 85.51 | 89.49 |
| 163 | 372 | 80 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.33 | 88.10 | 89.87 | 89.22 | 90.33 | 89.43 | 88.93 | 90.06 | 90.98 | 87.92 | 88.16 | 89.60 | 90.41 | 89.68 | 88.39 | 90.30 | 87.90 | 90.32 | 91.52 | 88.82 | 89.38 | 88.42 | 87.33 | 85.95 | 86.23 | 89.58 |
| 168 | 372 | 80 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.64 | 85.68 | 88.25 | 88.37 | 86.12 | 86.82 | 88.44 | 88.41 | 88.28 | 86.73 | 88.74 | 87.74 | 88.72 | 88.33 | 90.11 | 87.27 | 88.61 | 87.09 | 87.57 | 87.81 | 86.62 | 85.96 | 88.71 | 84.79 | 85.47 | 86.31 |
| 169 | 372 | 80 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.06 | 87.58 | 86.34 | 84.94 | 85.02 | 88.42 | 86.64 | 86.51 | 85.45 | 85.58 | 89.09 | 89.83 | 86.27 | 86.86 | 88.88 | 87.63 | 86.33 | 88.07 | 89.54 | 86.73 | 88.68 | 86.41 | 89.66 | 87.28 | 85.75 | 85.00 |
| 170 | 372 | 80 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.75 | 87.39 | 89.67 | 88.48 | 87.30 | 88.61 | 89.40 | 86.96 | 88.65 | 89.34 | 89.54 | 89.25 | 91.14 | 88.24 | 89.38 | 90.29 | 90.03 | 89.35 | 89.76 | 90.12 | 86.74 | 88.10 | 90.39 | 87.01 | 88.05 | 88.62 |
| 171 | 372 | 80 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.85 | 89.01 | 88.54 | 89.26 | 87.24 | 89.03 | 89.56 | 87.29 | 89.82 | 89.85 | 88.17 | 89.42 | 88.92 | 87.41 | 88.74 | 91.69 | 87.48 | 88.32 | 88.18 | 89.84 | 88.07 | 87.57 | 88.60 | 87.76 | 88.08 | 87.73 |
| 176 | 372 | 80 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 89.99 | 86.85 | 88.61 | 87.10 | 88.46 | 85.33 | 88.73 | 89.39 | 87.76 | 90.08 | 86.43 | 86.64 | 89.59 | 86.62 | 85.90 | 89.75 | 86.61 | 90.51 | 88.34 | 88.60 | 89.75 | 87.27 | 87.66 | 85.54 | 88.72 | 87.39 |
| 177 | 372 | 80 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.22 | 87.37 | 88.12 | 88.92 | 86.38 | 87.73 | 87.35 | 89.30 | 89.98 | 90.26 | 87.76 | 88.27 | 90.03 | 88.30 | 88.39 | 89.30 | 90.02 | 87.91 | 90.87 | 91.08 | 89.53 | 86.68 | 88.69 | 88.93 | 88.12 | 88.12 |
| 178 | 372 | 80 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.79 | 88.50 | 88.99 | 88.96 | 90.95 | 87.50 | 89.32 | 89.09 | 89.14 | 88.61 | 88.13 | 88.54 | 90.15 | 89.36 | 86.51 | 90.61 | 89.12 | 89.95 | 90.23 | 88.17 | 89.52 | 86.99 | 89.30 | 88.57 | 88.20 | 88.62 |
| 179 | 372 | 80 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.76 | 88.61 | 89.98 | 90.52 | 88.17 | 87.94 | 90.01 | 87.58 | 89.09 | 86.98 | 90.75 | 89.27 | 89.99 | 88.99 | 88.07 | 88.19 | 89.51 | 90.10 | 90.42 | 89.14 | 90.30 | 88.31 | 91.88 | 87.98 | 88.77 | 88.43 |
| 184 | 372 | 80 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.75 | 86.60 | 89.72 | 87.66 | 87.94 | 87.55 | 88.77 | 89.46 | 89.95 | 89.40 | 89.64 | 86.11 | 88.41 | 87.12 | 88.90 | 91.95 | 87.13 | 89.14 | 88.37 | 89.59 | 88.87 | 86.67 | 88.17 | 88.71 | 86.83 | 87.77 |
| 185 | 372 | 80 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 91.08 | 88.49 | 89.31 | 89.60 | 88.36 | 87.22 | 87.39 | 89.41 | 88.34 | 87.29 | 88.51 | 88.99 | 89.28 | 88.96 | 88.13 | 90.14 | 89.65 | 88.11 | 89.09 | 88.70 | 89.17 | 87.47 | 90.95 | 86.49 | 87.20 | 87.32 |
| 186 | 372 | 80 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.84 | 86.43 | 90.68 | 88.72 | 89.77 | 88.21 | 90.12 | 89.38 | 90.63 | 89.79 | 89.68 | 89.07 | 89.85 | 91.67 | 89.59 | 88.87 | 88.69 | 90.86 | 89.78 | 88.08 | 89.63 | 87.75 | 90.29 | 88.16 | 88.26 | 87.54 |
| 187 | 372 | 80 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.64 | 88.30 | 91.12 | 89.57 | 89.55 | 86.67 | 89.15 | 91.05 | 90.64 | 90.80 | 88.48 | 88.65 | 90.69 | 89.74 | 90.05 | 90.79 | 89.88 | 89.12 | 89.61 | 88.88 | 90.12 | 88.17 | 87.51 | 88.72 | 87.82 | 86.72 |
| 192 | 372 | 80 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 87.24 | 88.23 | 88.49 | 86.77 | 83.73 | 89.27 | 87.22 | 86.15 | 89.04 | 88.00 | 90.45 | 85.25 | 88.33 | 87.87 | 85.52 | 88.16 | 87.51 | 88.26 | 87.18 | 87.43 | 85.68 | 87.54 | 88.56 | 86.42 | 87.62 | 87.35 |
| 193 | 372 | 80 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 85.69 | 87.68 | 87.84 | 88.60 | 89.52 | 88.84 | 87.87 | 89.38 | 87.54 | 86.92 | 87.94 | 90.41 | 87.79 | 87.69 | 82.95 | 89.08 | 87.77 | 88.09 | 89.80 | 89.78 | 87.01 | 86.39 | 88.63 | 89.98 | 87.14 | 84.74 |
| 194 | 372 | 80 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.46 | 88.87 | 88.97 | 88.58 | 88.50 | 86.78 | 90.31 | 90.12 | 91.02 | 89.35 | 90.54 | 88.55 | 89.61 | 88.54 | 87.91 | 90.82 | 88.44 | 90.38 | 91.03 | 89.23 | 87.22 | 86.83 | 90.30 | 87.25 | 87.17 | 90.10 |
| 195 | 372 | 80 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 90.93 | 88.39 | 87.60 | 87.56 | 90.19 | 90.03 | 88.50 | 88.64 | 90.12 | 88.42 | 89.99 | 88.69 | 91.24 | 88.47 | 88.47 | 88.59 | 88.90 | 90.65 | 87.61 | 88.71 | 90.69 | 89.99 | 89.46 | 89.22 | 88.81 | 87.35 |
| 200 | 372 | 80 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 89.73 | 88.00 | 90.59 | 89.65 | 87.95 | 86.67 | 89.38 | 89.60 | 89.73 | 90.73 | 86.21 | 90.16 | 89.86 | 88.73 | 88.26 | 88.87 | 90.10 | 86.70 | 88.82 | 86.54 | 88.25 | 88.24 | 87.93 | 85.71 | 89.40 | 84.89 |
| 201 | 372 | 80 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 93.02 | 89.63 | 91.51 | 88.57 | 89.61 | 87.38 | 88.92 | 88.11 | 91.75 | 90.80 | 89.23 | 87.01 | 90.80 | 90.48 | 88.42 | 90.65 | 88.60 | 90.45 | 90.24 | 89.94 | 88.05 | 87.91 | 89.42 | 89.58 | 89.38 | 90.27 |
| 202 | 372 | 80 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.34 | 88.11 | 90.60 | 87.80 | 89.45 | 85.97 | 88.35 | 85.79 | 89.83 | 89.17 | 88.01 | 86.56 | 87.98 | 88.77 | 90.28 | 88.50 | 88.57 | 89.66 | 89.01 | 89.80 | 89.57 | 86.77 | 87.24 | 89.46 | 88.12 | 89.26 |
| 203 | 372 | 80 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.25 | 88.76 | 90.33 | 89.41 | 88.81 | 88.46 | 89.50 | 91.59 | 88.76 | 88.59 | 88.01 | 89.06 | 91.05 | 88.57 | 88.38 | 89.37 | 89.21 | 88.94 | 88.73 | 88.68 | 89.58 | 89.65 | 89.18 | 85.74 | 89.04 | 88.01 |
| 208 | 372 | 80 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 89.34 | 88.61 | 87.65 | 87.58 | 85.88 | 89.37 | 90.30 | 89.09 | 89.35 | 89.12 | 88.36 | 87.45 | 89.91 | 88.48 | 88.57 | 92.57 | 90.97 | 89.33 | 88.61 | 87.34 | 87.29 | 86.28 | 88.81 | 88.92 | 89.25 | 89.00 |
| 209 | 372 | 80 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.74 | 88.60 | 90.08 | 89.47 | 86.43 | 89.18 | 88.14 | 87.83 | 87.25 | 89.73 | 90.56 | 88.59 | 92.33 | 90.59 | 87.74 | 87.03 | 89.67 | 90.48 | 90.26 | 89.73 | 88.46 | 86.90 | 90.23 | 89.91 | 88.93 | 90.20 |
| 210 | 372 | 80 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.39 | 87.95 | 90.25 | 90.04 | 88.94 | 88.89 | 90.22 | 89.89 | 88.80 | 89.88 | 90.25 | 86.81 | 88.30 | 89.92 | 89.40 | 89.73 | 89.42 | 87.62 | 88.06 | 88.94 | 89.18 | 86.79 | 87.13 | 87.41 | 87.42 | 86.53 |
| 211 | 372 | 80 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.36 | 19.58 | 91.42 | 87.62 | 89.41 | 86.56 | 88.00 | 89.32 | 89.35 | 89.50 | 90.24 | 89.72 | 89.96 | 90.01 | 87.49 | 89.20 | 91.12 | 87.66 | 88.99 | 90.02 | 88.58 | 90.43 | 88.92 | 85.95 | 86.52 | 90.82 |
| 216 | 372 | 80 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 86.44 | 84.52 | 86.37 | 86.18 | 84.98 | 86.24 | 88.08 | 88.62 | 88.45 | 89.07 | 88.31 | 88.66 | 87.89 | 86.44 | 85.57 | 85.47 | 87.18 | 87.21 | 86.93 | 85.28 | 83.16 | 84.58 | 87.39 | 86.12 | 86.14 | 84.52 |
| 217 | 372 | 80 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.97 | 88.57 | 89.53 | 87.99 | 87.94 | 87.24 | 87.39 | 87.25 | 88.73 | 90.26 | 89.42 | 88.66 | 90.23 | 88.82 | 90.51 | 88.23 | 87.84 | 88.46 | 90.07 | 88.83 | 89.07 | 87.93 | 87.35 | 87.31 | 87.37 | 87.11 |
| 218 | 372 | 80 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 85.65 | 86.12 | 88.69 | 88.11 | 86.56 | 89.72 | 86.82 | 86.74 | 88.80 | 89.12 | 87.93 | 89.84 | 88.52 | 89.17 | 88.00 | 88.89 | 89.23 | 87.30 | 86.54 | 87.34 | 88.66 | 88.44 | 86.22 | 83.99 | 87.39 | 86.85 |
| 219 | 372 | 80 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.21 | 86.33 | 89.36 | 88.07 | 89.50 | 87.04 | 88.75 | 87.21 | 90.96 | 88.37 | 88.54 | 88.38 | 89.98 | 88.57 | 86.64 | 90.24 | 88.99 | 87.47 | 90.08 | 89.63 | 90.48 | 89.12 | 88.96 | 89.81 | 89.65 | 89.56 |
| 224 | 372 | 80 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.23 | 88.75 | 89.01 | 89.45 | 84.01 | 87.45 | 89.18 | 89.68 | 87.01 | 89.47 | 89.41 | 86.66 | 88.97 | 87.56 | 87.77 | 91.10 | 87.00 | 87.61 | 89.10 | 87.49 | 87.09 | 87.14 | 86.97 | 86.39 | 88.03 | 85.20 |
| 225 | 372 | 80 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.89 | 89.04 | 88.00 | 89.26 | 90.15 | 88.36 | 88.50 | 88.99 | 88.50 | 89.39 | 89.81 | 86.77 | 88.69 | 88.82 | 89.57 | 90.95 | 87.90 | 87.90 | 89.60 | 90.02 | 87.20 | 88.19 | 89.23 | 87.53 | 88.82 | 86.40 |
| 226 | 372 | 80 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.75 | 89.08 | 90.82 | 89.79 | 89.33 | 88.10 | 90.54 | 88.60 | 89.73 | 87.85 | 88.39 | 90.26 | 90.90 | 90.70 | 89.66 | 88.79 | 90.03 | 90.25 | 87.39 | 89.27 | 90.08 | 90.87 | 90.15 | 90.51 | 89.68 | 88.25 |
| 227 | 372 | 80 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.49 | 89.65 | 89.39 | 87.43 | 89.29 | 87.19 | 89.33 | 89.00 | 90.28 | 90.11 | 87.99 | 88.98 | 87.76 | 91.67 | 88.02 | 90.38 | 90.01 | 90.00 | 89.99 | 88.64 | 88.16 | 89.64 | 88.28 | 87.83 | 90.04 | 87.80 |
| 232 | 372 | 80 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.10 | 87.32 | 88.20 | 86.12 | 85.50 | 86.71 | 89.04 | 87.85 | 87.40 | 88.10 | 88.27 | 90.48 | 90.31 | 88.15 | 86.83 | 87.92 | 89.17 | 88.55 | 87.38 | 90.21 | 87.15 | 85.92 | 89.73 | 88.83 | 86.36 | 86.98 |
| 233 | 372 | 80 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.32 | 87.68 | 92.14 | 88.21 | 91.12 | 86.35 | 88.33 | 87.79 | 89.53 | 88.23 | 89.08 | 87.94 | 92.35 | 90.52 | 86.20 | 91.31 | 90.60 | 90.26 | 88.78 | 90.45 | 89.21 | 88.72 | 88.65 | 89.28 | 89.07 | 89.51 |
| 234 | 372 | 80 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.93 | 91.30 | 87.91 | 88.32 | 90.23 | 89.64 | 89.19 | 89.72 | 89.90 | 89.09 | 90.97 | 87.20 | 89.36 | 89.30 | 87.24 | 90.17 | 89.77 | 89.84 | 89.27 | 87.25 | 89.72 | 88.80 | 89.42 | 87.66 | 88.17 | 91.55 |
| 235 | 372 | 80 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.56 | 89.39 | 90.14 | 88.40 | 88.57 | 88.56 | 88.21 | 89.34 | 86.85 | 87.93 | 88.91 | 89.73 | 90.43 | 89.52 | 89.41 | 88.33 | 88.96 | 89.63 | 90.90 | 89.48 | 87.80 | 88.83 | 90.52 | 86.22 | 88.33 | 90.43 |
| 240 | 372 | 80 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 86.96 | 86.31 | 87.02 | 87.45 | 85.77 | 86.22 | 87.58 | 90.07 | 88.62 | 85.76 | 86.44 | 86.41 | 86.98 | 87.30 | 88.25 | 89.02 | 88.42 | 88.77 | 87.83 | 85.83 | 86.72 | 85.13 | 82.57 | 88.79 | 85.76 | 84.72 |
| 241 | 372 | 80 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.73 | 89.21 | 89.97 | 88.36 | 87.56 | 87.44 | 91.38 | 87.70 | 86.65 | 87.65 | 87.39 | 87.33 | 90.49 | 87.63 | 87.84 | 87.95 | 88.97 | 89.29 | 90.03 | 89.48 | 87.69 | 89.76 | 87.77 | 87.12 | 87.72 | 86.91 |
| 242 | 372 | 80 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.04 | 87.80 | 90.21 | 86.17 | 87.97 | 89.07 | 87.81 | 88.42 | 89.33 | 88.69 | 87.84 | 86.18 | 91.16 | 88.63 | 88.36 | 88.67 | 88.31 | 89.47 | 91.10 | 89.18 | 91.07 | 89.37 | 89.23 | 86.82 | 87.64 | 88.86 |
| 243 | 372 | 80 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 90.39 | 88.06 | 88.35 | 89.76 | 88.72 | 88.37 | 87.67 | 90.60 | 88.80 | 89.56 | 89.86 | 89.17 | 90.35 | 90.01 | 87.83 | 90.04 | 89.30 | 89.59 | 89.68 | 88.59 | 88.60 | 87.57 | 88.48 | 89.04 | 89.27 | 88.27 |
| 248 | 372 | 80 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.01 | 89.68 | 86.11 | 88.66 | 87.80 | 87.18 | 90.78 | 88.32 | 89.17 | 88.50 | 89.01 | 88.49 | 86.52 | 88.93 | 87.40 | 88.28 | 87.91 | 89.26 | 87.97 | 89.28 | 88.02 | 87.51 | 89.68 | 86.79 | 87.27 | 86.61 |
| 249 | 372 | 80 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.01 | 87.44 | 90.19 | 87.27 | 88.82 | 87.90 | 88.58 | 91.12 | 91.06 | 88.08 | 87.99 | 88.35 | 89.41 | 88.21 | 87.62 | 92.81 | 88.62 | 90.64 | 90.20 | 88.61 | 88.92 | 89.12 | 90.77 | 88.02 | 88.54 | 88.20 |
| 250 | 372 | 80 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 90.33 | 88.08 | 87.16 | 88.13 | 89.40 | 88.48 | 88.20 | 88.36 | 90.80 | 87.77 | 87.64 | 88.93 | 90.42 | 89.63 | 87.71 | 89.56 | 90.29 | 88.54 | 89.08 | 90.91 | 85.12 | 88.66 | 90.65 | 90.05 | 89.68 | 88.99 |
| 251 | 372 | 80 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.15 | 87.58 | 90.13 | 88.13 | 91.11 | 88.58 | 90.04 | 87.07 | 88.57 | 89.85 | 89.84 | 89.01 | 86.15 | 90.97 | 88.18 | 90.33 | 90.48 | 90.78 | 89.56 | 89.16 | 90.70 | 89.19 | 89.43 | 90.02 | 89.81 | 89.29 |
| 256 | 372 | 80 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.50 | 87.20 | 86.90 | 88.80 | 89.16 | 88.57 | 89.89 | 88.95 | 88.90 | 87.28 | 88.76 | 89.11 | 90.44 | 89.01 | 90.04 | 89.11 | 90.73 | 91.41 | 90.72 | 88.29 | 87.94 | 87.69 | 87.78 | 88.84 | 86.10 | 88.31 |
| 257 | 372 | 80 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.67 | 89.05 | 90.76 | 90.36 | 89.89 | 88.46 | 88.83 | 90.13 | 88.98 | 88.63 | 90.10 | 88.76 | 90.57 | 88.31 | 88.89 | 91.34 | 90.86 | 88.95 | 92.09 | 89.94 | 87.92 | 90.62 | 86.73 | 89.79 | 89.35 | 89.13 |
| 258 | 372 | 80 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.03 | 88.51 | 88.12 | 87.50 | 91.01 | 90.15 | 90.64 | 89.32 | 88.85 | 89.16 | 89.58 | 90.35 | 89.45 | 88.30 | 87.01 | 90.26 | 88.51 | 87.31 | 89.94 | 89.46 | 88.18 | 88.94 | 86.72 | 89.98 | 86.11 | 89.71 |
| 259 | 372 | 80 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 90.48 | 88.63 | 90.54 | 88.89 | 89.25 | 87.84 | 88.06 | 88.82 | 89.55 | 89.58 | 88.95 | 89.82 | 89.10 | 89.38 | 88.04 | 89.92 | 89.55 | 90.59 | 90.97 | 87.09 | 88.05 | 91.50 | 90.08 | 88.30 | 91.36 | 86.62 |
| 264 | 372 | 80 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.74 | 89.54 | 89.59 | 87.60 | 89.51 | 87.82 | 85.90 | 86.34 | 89.16 | 86.52 | 88.70 | 88.42 | 87.62 | 87.98 | 87.51 | 88.46 | 90.76 | 87.63 | 90.63 | 89.58 | 88.44 | 86.77 | 87.50 | 87.55 | 88.11 | 88.68 |
| 265 | 372 | 80 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.58 | 88.70 | 89.75 | 89.58 | 89.66 | 87.28 | 88.07 | 88.22 | 89.03 | 89.64 | 90.04 | 89.09 | 89.71 | 89.89 | 89.98 | 86.49 | 88.62 | 90.50 | 90.31 | 90.88 | 90.49 | 87.72 | 88.55 | 88.65 | 87.63 | 88.39 |
| 266 | 372 | 80 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.62 | 89.64 | 88.84 | 89.61 | 89.34 | 87.97 | 91.37 | 89.98 | 91.41 | 90.19 | 90.51 | 89.26 | 89.20 | 90.99 | 89.10 | 91.19 | 89.77 | 88.90 | 90.88 | 90.27 | 88.55 | 90.08 | 90.70 | 88.92 | 89.86 | 88.97 |
| 267 | 372 | 80 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.53 | 87.65 | 90.25 | 86.24 | 87.91 | 88.45 | 88.30 | 88.56 | 87.91 | 89.17 | 88.26 | 88.08 | 90.12 | 89.80 | 87.49 | 86.53 | 89.41 | 88.72 | 89.71 | 88.43 | 89.78 | 87.54 | 89.71 | 88.81 | 89.91 | 86.34 |
| 272 | 372 | 80 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 90.47 | 86.87 | 88.45 | 88.80 | 90.66 | 87.33 | 86.83 | 88.95 | 89.16 | 89.83 | 90.48 | 86.89 | 91.04 | 91.90 | 90.20 | 91.43 | 89.91 | 90.43 | 88.58 | 89.26 | 87.09 | 90.38 | 90.70 | 87.60 | 85.69 | 87.47 |
| 273 | 372 | 80 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.51 | 89.00 | 88.78 | 88.96 | 87.62 | 89.74 | 89.07 | 86.18 | 90.00 | 89.14 | 87.51 | 88.95 | 89.75 | 86.70 | 88.99 | 89.95 | 89.44 | 88.94 | 89.21 | 89.47 | 89.34 | 87.26 | 90.33 | 88.50 | 88.50 | 86.07 |
| 274 | 372 | 80 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.08 | 88.89 | 90.18 | 86.87 | 89.74 | 87.44 | 91.09 | 86.21 | 88.33 | 87.17 | 91.17 | 88.49 | 88.42 | 88.14 | 89.13 | 90.95 | 87.97 | 89.01 | 89.92 | 89.39 | 89.51 | 87.54 | 90.36 | 86.82 | 87.06 | 90.17 |
| 275 | 372 | 80 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.66 | 90.42 | 88.71 | 90.52 | 89.25 | 89.06 | 87.90 | 88.17 | 89.43 | 89.54 | 87.99 | 88.45 | 90.12 | 88.71 | 88.52 | 89.20 | 89.85 | 88.69 | 92.22 | 89.38 | 90.08 | 89.53 | 91.00 | 88.87 | 88.49 | 88.22 |
| 280 | 372 | 80 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 86.50 | 87.86 | 88.38 | 89.62 | 89.31 | 88.23 | 89.12 | 88.62 | 90.07 | 89.24 | 87.57 | 88.32 | 90.10 | 88.10 | 86.13 | 89.41 | 87.57 | 90.84 | 89.39 | 88.60 | 90.15 | 86.83 | 93.08 | 87.03 | 88.88 | 86.76 |
| 281 | 372 | 80 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 90.14 | 90.85 | 90.91 | 89.31 | 90.79 | 88.52 | 92.16 | 90.36 | 89.55 | 88.40 | 88.96 | 89.45 | 89.72 | 87.81 | 90.80 | 90.70 | 90.68 | 90.12 | 89.01 | 90.07 | 88.71 | 89.57 | 90.01 | 89.16 | 88.50 | 90.81 |
| 282 | 372 | 80 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 85.73 | 88.46 | 88.54 | 88.68 | 87.24 | 87.52 | 90.98 | 89.50 | 89.69 | 87.47 | 87.77 | 88.33 | 86.49 | 86.35 | 88.69 | 88.47 | 88.27 | 90.44 | 89.67 | 87.24 | 91.10 | 88.11 | 89.66 | 88.86 | 87.72 | 87.43 |
| 283 | 372 | 80 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 89.62 | 88.66 | 89.54 | 87.96 | 89.48 | 89.38 | 89.20 | 90.56 | 89.76 | 89.06 | 89.82 | 88.13 | 89.98 | 88.15 | 89.04 | 90.50 | 90.89 | 88.55 | 87.29 | 89.76 | 91.53 | 89.55 | 90.57 | 88.69 | 90.34 | 87.45 |
| 288 | 372 | 80 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.70 | 87.65 | 89.81 | 88.42 | 89.18 | 86.46 | 89.26 | 88.13 | 88.78 | 89.66 | 89.54 | 88.34 | 89.23 | 89.52 | 88.46 | 90.47 | 89.94 | 89.38 | 89.37 | 89.18 | 89.84 | 86.53 | 92.11 | 85.42 | 86.53 | 88.86 |
| 289 | 372 | 80 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.30 | 89.04 | 86.68 | 87.49 | 89.21 | 88.51 | 88.31 | 85.85 | 89.86 | 88.26 | 88.79 | 88.27 | 87.53 | 89.28 | 86.77 | 88.13 | 88.63 | 87.01 | 87.18 | 86.20 | 87.80 | 89.21 | 88.29 | 86.08 | 89.17 | 86.97 |
| 290 | 372 | 80 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.79 | 88.74 | 88.51 | 87.68 | 87.88 | 89.64 | 89.21 | 89.03 | 87.72 | 89.15 | 90.04 | 88.47 | 88.32 | 88.71 | 86.40 | 89.70 | 88.67 | 89.71 | 87.94 | 88.91 | 90.96 | 87.47 | 89.25 | 87.00 | 87.86 | 88.98 |
| 291 | 372 | 80 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.75 | 88.41 | 88.65 | 88.60 | 88.87 | 88.02 | 88.94 | 88.59 | 89.09 | 90.52 | 89.24 | 89.12 | 89.12 | 89.16 | 88.83 | 87.89 | 89.32 | 87.90 | 89.90 | 87.73 | 90.56 | 89.74 | 90.94 | 89.66 | 85.92 | 86.60 |
| 296 | 372 | 80 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.95 | 89.23 | 92.36 | 88.80 | 89.96 | 89.29 | 87.64 | 90.16 | 88.67 | 89.06 | 91.01 | 89.61 | 90.02 | 89.91 | 88.98 | 90.63 | 89.19 | 89.39 | 89.83 | 89.78 | 89.21 | 88.61 | 90.70 | 89.01 | 89.17 | 89.33 |
| 297 | 372 | 80 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.29 | 90.46 | 89.82 | 88.28 | 88.82 | 89.18 | 89.89 | 89.01 | 90.73 | 90.80 | 88.84 | 89.76 | 90.12 | 90.43 | 88.47 | 89.74 | 89.89 | 89.76 | 89.88 | 89.49 | 88.28 | 88.46 | 89.05 | 87.92 | 89.54 | 86.57 |
| 298 | 372 | 80 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.35 | 88.72 | 89.88 | 88.05 | 88.78 | 89.38 | 90.76 | 86.84 | 88.60 | 90.54 | 89.58 | 88.72 | 88.86 | 90.31 | 89.05 | 89.81 | 90.44 | 89.39 | 89.71 | 88.74 | 90.18 | 87.91 | 91.59 | 87.30 | 90.48 | 89.45 |
| 299 | 372 | 80 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.18 | 89.61 | 88.54 | 88.30 | 89.57 | 87.19 | 89.30 | 88.56 | 90.29 | 88.41 | 89.05 | 89.19 | 89.53 | 90.91 | 88.26 | 88.61 | 89.56 | 89.89 | 89.06 | 88.89 | 89.39 | 87.63 | 89.18 | 88.13 | 86.97 | 88.76 |
| 304 | 372 | 80 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.35 | 87.83 | 90.89 | 89.17 | 89.05 | 87.60 | 89.49 | 87.95 | 89.17 | 87.95 | 90.05 | 87.91 | 89.18 | 89.81 | 88.09 | 90.51 | 89.77 | 88.45 | 90.44 | 87.64 | 88.54 | 88.25 | 89.85 | 87.20 | 88.85 | 89.01 |
| 305 | 372 | 80 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.55 | 89.66 | 91.44 | 89.34 | 89.35 | 88.54 | 90.29 | 91.11 | 91.38 | 91.08 | 91.18 | 90.02 | 90.19 | 90.07 | 90.36 | 91.09 | 88.92 | 90.22 | 90.77 | 90.17 | 89.49 | 88.70 | 90.38 | 88.94 | 91.63 | 89.14 |
| 306 | 372 | 80 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.28 | 88.45 | 89.79 | 88.88 | 89.01 | 89.16 | 89.39 | 89.22 | 89.02 | 88.80 | 88.56 | 87.71 | 89.04 | 89.92 | 88.56 | 90.84 | 90.29 | 87.83 | 90.41 | 88.86 | 90.08 | 89.28 | 91.26 | 88.13 | 89.59 | 87.26 |
| 307 | 372 | 80 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.88 | 89.36 | 91.31 | 89.50 | 89.59 | 89.05 | 87.35 | 88.44 | 89.61 | 88.90 | 90.60 | 90.58 | 90.48 | 90.55 | 88.38 | 89.52 | 88.20 | 90.17 | 89.47 | 88.79 | 88.77 | 88.05 | 89.78 | 88.74 | 88.80 | 89.02 |
| 312 | 372 | 80 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.05 | 88.25 | 89.54 | 85.40 | 87.98 | 88.60 | 88.54 | 88.29 | 88.25 | 88.21 | 87.06 | 89.25 | 87.33 | 88.42 | 88.61 | 88.19 | 88.33 | 88.11 | 85.60 | 88.21 | 87.76 | 85.31 | 88.43 | 87.38 | 88.10 | 85.09 |
| 313 | 372 | 80 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.81 | 87.29 | 89.22 | 87.72 | 87.59 | 88.98 | 88.59 | 86.92 | 89.89 | 89.48 | 86.41 | 88.19 | 89.35 | 89.00 | 87.54 | 90.06 | 89.48 | 89.27 | 89.73 | 88.74 | 89.67 | 88.95 | 88.96 | 89.16 | 86.66 | 89.66 |
| 314 | 372 | 80 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.85 | 87.17 | 88.67 | 89.60 | 88.33 | 87.98 | 87.81 | 87.25 | 90.66 | 88.96 | 91.13 | 87.99 | 88.51 | 88.50 | 88.41 | 89.21 | 89.90 | 90.02 | 87.75 | 88.95 | 89.01 | 87.62 | 89.76 | 88.65 | 88.21 | 87.67 |
| 315 | 372 | 80 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.92 | 86.59 | 88.79 | 89.71 | 87.47 | 86.62 | 88.23 | 89.49 | 89.77 | 87.98 | 90.29 | 87.00 | 89.59 | 90.51 | 88.51 | 87.79 | 88.03 | 87.89 | 88.63 | 90.47 | 89.60 | 85.83 | 89.48 | 87.70 | 88.78 | 83.59 |
| 320 | 372 | 80 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.49 | 89.75 | 88.53 | 88.83 | 88.05 | 89.10 | 90.24 | 89.25 | 90.22 | 88.86 | 88.00 | 87.88 | 88.23 | 86.34 | 87.95 | 89.68 | 89.46 | 88.90 | 88.98 | 85.93 | 87.00 | 87.94 | 89.81 | 89.89 | 90.10 | 87.36 |
| 321 | 372 | 80 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.37 | 89.67 | 89.82 | 90.49 | 89.49 | 86.98 | 90.26 | 88.44 | 88.32 | 90.90 | 89.12 | 88.16 | 90.15 | 90.50 | 88.65 | 90.33 | 89.94 | 88.77 | 89.82 | 90.14 | 90.22 | 88.28 | 89.94 | 89.58 | 89.21 | 89.21 |
| 322 | 372 | 80 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 91.39 | 89.03 | 88.98 | 86.87 | 88.96 | 89.98 | 90.05 | 89.38 | 89.59 | 89.20 | 90.67 | 87.13 | 89.50 | 89.91 | 87.70 | 91.23 | 88.82 | 90.55 | 88.63 | 86.37 | 89.12 | 89.07 | 90.51 | 89.47 | 89.55 | 90.23 |
| 323 | 372 | 80 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.49 | 87.94 | 90.84 | 88.01 | 87.28 | 88.35 | 90.19 | 89.26 | 89.20 | 89.25 | 89.28 | 88.46 | 90.46 | 87.01 | 88.97 | 90.19 | 89.80 | 90.51 | 90.41 | 88.96 | 88.23 | 87.04 | 90.03 | 87.43 | 88.39 | 88.76 |
| 328 | 372 | 80 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.00 | 88.24 | 91.06 | 88.96 | 89.94 | 89.56 | 89.50 | 88.98 | 87.93 | 90.34 | 89.47 | 87.37 | 89.18 | 88.85 | 89.10 | 90.28 | 90.08 | 89.49 | 90.18 | 90.10 | 90.83 | 88.24 | 90.86 | 88.69 | 88.61 | 89.14 |
| 329 | 372 | 80 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.59 | 87.83 | 89.64 | 88.24 | 89.82 | 87.35 | 89.13 | 89.09 | 89.76 | 89.04 | 89.25 | 88.10 | 89.41 | 88.31 | 88.31 | 89.92 | 88.22 | 90.62 | 90.40 | 89.59 | 90.14 | 88.55 | 91.19 | 88.27 | 88.57 | 88.04 |
| 330 | 372 | 80 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.88 | 88.53 | 90.62 | 87.77 | 88.87 | 88.83 | 88.25 | 87.77 | 89.68 | 89.18 | 87.88 | 88.44 | 90.65 | 90.12 | 87.73 | 90.11 | 90.08 | 88.88 | 90.73 | 86.93 | 89.00 | 85.99 | 90.91 | 88.49 | 90.23 | 90.61 |
| 331 | 372 | 80 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.50 | 89.08 | 88.93 | 89.70 | 90.61 | 88.82 | 90.13 | 88.46 | 88.00 | 90.36 | 89.00 | 91.07 | 89.20 | 89.38 | 89.51 | 88.95 | 89.12 | 90.83 | 91.68 | 90.46 | 88.91 | 88.82 | 91.79 | 87.94 | 89.99 | 88.06 |
| 336 | 372 | 80 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 87.90 | 88.82 | 88.84 | 86.34 | 89.26 | 85.04 | 87.99 | 88.68 | 88.79 | 88.38 | 88.78 | 87.51 | 89.55 | 88.06 | 87.83 | 91.05 | 89.26 | 90.78 | 89.60 | 88.51 | 89.21 | 88.46 | 90.70 | 87.58 | 88.17 | 88.89 |
| 337 | 372 | 80 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.58 | 87.89 | 87.96 | 88.19 | 88.18 | 88.42 | 90.33 | 88.92 | 90.09 | 90.65 | 89.08 | 86.38 | 88.17 | 90.07 | 89.64 | 87.13 | 88.92 | 88.46 | 87.32 | 87.70 | 87.92 | 87.58 | 88.40 | 88.06 | 89.60 | 85.30 |
| 338 | 372 | 80 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.96 | 89.00 | 87.35 | 90.25 | 87.76 | 88.11 | 86.98 | 87.81 | 89.55 | 88.36 | 88.02 | 86.21 | 90.31 | 89.34 | 87.20 | 88.81 | 88.48 | 88.46 | 90.82 | 84.92 | 89.22 | 86.98 | 88.54 | 88.88 | 89.38 | 86.44 |
| 339 | 372 | 80 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.42 | 89.62 | 86.88 | 89.05 | 89.84 | 88.69 | 90.08 | 88.57 | 89.68 | 90.00 | 90.01 | 87.38 | 89.20 | 88.46 | 86.22 | 89.48 | 88.72 | 88.87 | 89.32 | 87.78 | 89.59 | 88.21 | 89.86 | 88.24 | 90.93 | 87.43 |
| 344 | 372 | 80 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.17 | 89.21 | 90.59 | 87.92 | 89.25 | 90.01 | 88.91 | 88.89 | 89.19 | 88.71 | 88.82 | 87.32 | 89.61 | 89.99 | 88.40 | 91.49 | 88.88 | 89.58 | 89.32 | 87.66 | 88.33 | 86.86 | 90.22 | 89.38 | 89.05 | 86.09 |
| 345 | 372 | 80 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.24 | 87.65 | 89.47 | 88.25 | 88.73 | 87.53 | 90.82 | 87.31 | 88.00 | 87.93 | 89.82 | 88.56 | 89.67 | 89.56 | 87.99 | 88.91 | 89.94 | 89.27 | 89.95 | 87.91 | 89.45 | 89.76 | 86.86 | 89.82 | 88.83 | 88.90 |
| 346 | 372 | 80 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.83 | 88.83 | 89.06 | 88.55 | 88.12 | 89.29 | 89.62 | 87.88 | 89.85 | 89.55 | 88.91 | 86.14 | 86.79 | 89.05 | 86.73 | 87.86 | 88.55 | 90.13 | 90.83 | 89.69 | 88.27 | 87.88 | 89.84 | 88.29 | 88.06 | 86.67 |
| 347 | 372 | 80 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.00 | 89.36 | 90.58 | 88.23 | 88.90 | 85.07 | 88.20 | 88.00 | 88.52 | 89.21 | 90.26 | 89.34 | 90.38 | 88.95 | 88.67 | 87.22 | 89.56 | 89.80 | 90.93 | 88.92 | 90.08 | 87.39 | 90.20 | 88.93 | 88.67 | 86.26 |
| 352 | 372 | 80 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 90.64 | 89.53 | 91.42 | 86.46 | 89.45 | 87.81 | 90.99 | 90.33 | 88.77 | 88.78 | 88.65 | 89.00 | 88.96 | 87.19 | 88.04 | 89.80 | 89.12 | 89.66 | 89.65 | 90.39 | 90.06 | 87.88 | 90.46 | 87.61 | 89.27 | 87.53 |
| 353 | 372 | 80 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 90.79 | 88.82 | 90.79 | 87.77 | 89.65 | 88.10 | 89.40 | 88.14 | 90.41 | 89.83 | 90.13 | 89.89 | 90.23 | 89.37 | 89.80 | 89.33 | 89.31 | 88.75 | 89.72 | 88.07 | 90.74 | 88.03 | 89.06 | 89.50 | 87.88 | 86.13 |
| 354 | 372 | 80 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.54 | 88.55 | 90.78 | 88.62 | 89.39 | 86.25 | 89.78 | 88.99 | 89.93 | 88.32 | 88.43 | 87.10 | 89.82 | 87.95 | 88.33 | 88.98 | 89.49 | 90.67 | 89.55 | 87.81 | 89.43 | 88.25 | 91.86 | 88.49 | 88.25 | 85.12 |
| 355 | 372 | 80 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.27 | 88.92 | 89.36 | 89.14 | 89.45 | 88.59 | 90.37 | 90.32 | 88.96 | 90.53 | 88.79 | 87.09 | 89.68 | 88.42 | 90.19 | 89.63 | 89.67 | 89.37 | 89.41 | 89.58 | 88.80 | 89.41 | 91.04 | 87.99 | 88.69 | 88.22 |
| 360 | 372 | 80 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.13 | 87.41 | 88.56 | 87.82 | 87.54 | 87.87 | 88.13 | 88.48 | 89.94 | 88.29 | 89.66 | 88.18 | 87.56 | 89.51 | 86.61 | 88.95 | 90.11 | 85.62 | 88.38 | 88.23 | 86.84 | 86.99 | 89.23 | 88.52 | 85.89 | 88.59 |
| 361 | 372 | 80 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.30 | 90.64 | 87.78 | 88.99 | 88.46 | 88.91 | 88.87 | 90.41 | 90.44 | 89.71 | 90.00 | 87.49 | 89.35 | 90.52 | 87.19 | 90.34 | 89.90 | 90.43 | 91.43 | 88.32 | 90.13 | 88.15 | 87.73 | 88.12 | 88.88 | 87.65 |
| 362 | 372 | 80 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.20 | 89.15 | 88.26 | 87.88 | 87.22 | 87.60 | 88.52 | 88.36 | 88.37 | 88.57 | 88.60 | 85.89 | 89.54 | 90.17 | 87.68 | 87.38 | 88.95 | 88.67 | 89.94 | 89.55 | 88.99 | 88.09 | 88.95 | 88.18 | 88.88 | 87.17 |
| 363 | 372 | 80 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.04 | 89.30 | 87.79 | 88.27 | 87.89 | 89.45 | 90.20 | 87.16 | 88.42 | 89.60 | 89.61 | 86.73 | 87.98 | 90.17 | 87.69 | 89.34 | 89.41 | 88.95 | 89.00 | 87.62 | 88.99 | 88.85 | 89.74 | 90.08 | 89.45 | 89.35 |
| 368 | 372 | 80 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.98 | 88.83 | 89.51 | 87.10 | 88.13 | 88.65 | 88.36 | 90.20 | 87.59 | 90.77 | 90.69 | 89.01 | 91.42 | 90.25 | 89.28 | 89.64 | 91.03 | 89.32 | 89.32 | 89.16 | 88.08 | 88.45 | 89.25 | 89.58 | 88.98 | 88.61 |
| 369 | 372 | 80 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.60 | 88.20 | 88.21 | 89.68 | 91.10 | 89.60 | 89.14 | 89.40 | 89.13 | 90.65 | 87.86 | 87.46 | 90.23 | 89.79 | 88.70 | 88.56 | 88.65 | 89.69 | 89.87 | 88.86 | 89.47 | 88.55 | 89.95 | 89.48 | 90.46 | 90.59 |
| 370 | 372 | 80 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.93 | 89.12 | 89.25 | 86.81 | 90.03 | 88.29 | 89.81 | 90.93 | 89.21 | 89.91 | 88.32 | 88.66 | 90.34 | 89.73 | 88.08 | 90.78 | 89.71 | 89.92 | 90.47 | 89.29 | 87.89 | 89.91 | 91.51 | 89.36 | 88.95 | 87.64 |
| 371 | 372 | 80 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.10 | 89.31 | 88.80 | 88.35 | 86.84 | 87.37 | 90.01 | 88.16 | 89.80 | 90.63 | 91.31 | 89.30 | 89.19 | 90.60 | 87.61 | 89.36 | 89.58 | 89.30 | 88.96 | 88.86 | 89.59 | 88.12 | 90.49 | 88.79 | 90.00 | 89.09 |
| 376 | 372 | 80 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.77 | 87.49 | 92.73 | 88.59 | 88.60 | 89.70 | 87.86 | 89.07 | 88.72 | 89.59 | 90.25 | 89.24 | 88.81 | 91.44 | 88.04 | 89.67 | 90.23 | 88.85 | 88.55 | 90.98 | 88.81 | 87.61 | 91.08 | 88.13 | 88.90 | 89.79 |
| 377 | 372 | 80 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.78 | 90.11 | 90.79 | 87.98 | 89.89 | 88.99 | 89.55 | 90.01 | 91.50 | 89.82 | 89.32 | 87.63 | 89.21 | 89.34 | 88.34 | 91.37 | 89.71 | 90.23 | 91.06 | 90.16 | 88.93 | 86.97 | 90.50 | 88.58 | 88.24 | 89.09 |
| 378 | 372 | 80 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.42 | 89.01 | 90.64 | 88.92 | 89.34 | 88.47 | 89.54 | 91.22 | 90.33 | 90.13 | 84.87 | 89.13 | 89.46 | 89.04 | 89.08 | 90.02 | 91.19 | 88.98 | 91.64 | 88.98 | 89.79 | 89.11 | 91.06 | 89.57 | 87.61 | 90.17 |
| 379 | 372 | 80 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.40 | 89.45 | 90.23 | 88.84 | 90.39 | 86.77 | 87.56 | 90.10 | 89.11 | 91.50 | 90.89 | 89.53 | 88.79 | 89.68 | 89.37 | 90.37 | 88.88 | 90.44 | 90.53 | 90.13 | 89.44 | 88.64 | 90.68 | 90.03 | 89.93 | 87.82 |
| 384 | 372 | 80 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.67 | 89.09 | 88.44 | 87.54 | 86.86 | 87.36 | 84.16 | 89.91 | 88.80 | 90.24 | 89.27 | 87.58 | 89.46 | 89.04 | 88.94 | 88.31 | 87.06 | 89.62 | 89.29 | 87.58 | 89.43 | 85.46 | 88.67 | 87.43 | 88.69 | 87.72 |
| 385 | 372 | 80 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.30 | 88.14 | 87.27 | 87.90 | 86.73 | 89.09 | 87.64 | 88.70 | 89.37 | 87.97 | 87.02 | 88.13 | 87.29 | 89.51 | 87.58 | 88.64 | 89.37 | 88.45 | 88.52 | 88.17 | 87.38 | 86.21 | 91.45 | 88.05 | 89.71 | 83.27 |
| 386 | 372 | 80 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.22 | 88.76 | 87.45 | 88.91 | 88.06 | 87.84 | 89.61 | 89.91 | 88.70 | 89.96 | 86.91 | 87.66 | 90.35 | 88.71 | 87.43 | 90.66 | 87.97 | 88.21 | 90.21 | 89.60 | 89.44 | 86.36 | 88.88 | 90.00 | 90.14 | 88.96 |
| 387 | 372 | 80 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.39 | 87.66 | 89.25 | 88.64 | 88.65 | 89.14 | 88.99 | 88.51 | 86.73 | 88.49 | 89.67 | 87.64 | 87.60 | 89.11 | 87.36 | 88.87 | 90.02 | 90.47 | 86.93 | 88.05 | 89.62 | 87.29 | 90.78 | 89.42 | 90.37 | 88.16 |
| 392 | 372 | 80 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.37 | 88.64 | 89.03 | 88.19 | 88.54 | 89.52 | 87.75 | 88.40 | 88.50 | 89.96 | 90.39 | 87.83 | 87.04 | 88.54 | 87.38 | 88.01 | 87.36 | 88.31 | 89.94 | 88.56 | 87.91 | 89.10 | 89.80 | 89.04 | 89.07 | 88.66 |
| 393 | 372 | 80 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.34 | 88.53 | 89.11 | 90.41 | 89.37 | 87.93 | 87.11 | 88.55 | 88.62 | 89.81 | 90.01 | 88.38 | 89.71 | 88.87 | 88.15 | 90.53 | 89.17 | 89.39 | 89.43 | 89.49 | 89.80 | 87.30 | 90.27 | 88.90 | 88.15 | 89.30 |
| 394 | 372 | 80 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.88 | 86.52 | 87.98 | 88.26 | 89.20 | 89.28 | 87.27 | 88.95 | 89.88 | 90.23 | 89.80 | 88.49 | 90.79 | 87.70 | 88.88 | 88.28 | 88.74 | 87.88 | 89.90 | 89.30 | 88.61 | 87.70 | 89.67 | 89.04 | 90.69 | 87.48 |
| 395 | 372 | 80 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.94 | 88.88 | 89.20 | 87.67 | 88.31 | 88.56 | 89.57 | 88.44 | 88.35 | 89.51 | 90.07 | 88.36 | 89.70 | 90.47 | 87.19 | 90.34 | 88.63 | 89.30 | 91.08 | 87.93 | 89.76 | 87.12 | 90.47 | 88.25 | 90.35 | 89.59 |
| 400 | 372 | 80 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 89.81 | 89.05 | 91.09 | 88.31 | 89.52 | 89.68 | 89.51 | 88.34 | 90.21 | 89.30 | 89.18 | 89.21 | 89.43 | 88.88 | 88.15 | 90.03 | 88.96 | 88.96 | 91.52 | 89.21 | 89.41 | 89.39 | 89.98 | 88.14 | 88.06 | 90.19 |
| 401 | 372 | 80 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.21 | 88.93 | 89.07 | 89.52 | 89.82 | 87.98 | 86.31 | 89.24 | 88.96 | 90.33 | 90.00 | 89.32 | 89.98 | 90.72 | 88.27 | 88.97 | 87.54 | 90.74 | 90.36 | 88.37 | 88.68 | 88.73 | 89.62 | 89.34 | 90.46 | 89.25 |
| 402 | 372 | 80 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.56 | 88.91 | 91.00 | 87.69 | 90.80 | 88.82 | 89.92 | 87.89 | 90.03 | 89.22 | 89.16 | 88.99 | 90.49 | 90.81 | 86.47 | 90.53 | 89.53 | 89.39 | 91.49 | 89.03 | 88.76 | 89.89 | 90.32 | 89.26 | 89.13 | 87.43 |
| 403 | 372 | 80 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.14 | 88.35 | 89.16 | 89.84 | 89.87 | 90.42 | 89.01 | 88.82 | 90.46 | 89.08 | 89.80 | 88.08 | 88.92 | 90.21 | 87.46 | 90.07 | 88.95 | 89.40 | 88.90 | 90.11 | 84.82 | 88.89 | 90.63 | 88.72 | 89.29 | 89.00 |
| 408 | 372 | 80 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 88.23 | 88.54 | 88.80 | 87.01 | 87.44 | 87.15 | 86.90 | 87.29 | 88.14 | 88.51 | 89.83 | 86.68 | 89.88 | 89.61 | 86.72 | 89.15 | 89.77 | 86.73 | 88.79 | 88.51 | 87.96 | 87.05 | 87.84 | 87.41 | 85.73 | 86.20 |
| 409 | 372 | 80 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.78 | 88.05 | 86.90 | 86.19 | 87.85 | 88.95 | 87.23 | 87.38 | 88.56 | 85.89 | 89.05 | 87.26 | 87.96 | 88.58 | 87.83 | 90.59 | 88.42 | 89.79 | 87.62 | 88.97 | 90.95 | 87.55 | 90.11 | 87.57 | 87.09 | 87.43 |
| 410 | 372 | 80 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 87.23 | 89.23 | 88.69 | 87.83 | 87.53 | 86.92 | 89.45 | 88.44 | 90.04 | 89.30 | 86.35 | 86.45 | 88.23 | 88.24 | 88.44 | 89.25 | 90.40 | 89.91 | 90.52 | 87.24 | 88.93 | 88.44 | 87.74 | 86.81 | 87.07 | 88.15 |
| 411 | 372 | 80 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.98 | 88.21 | 89.70 | 89.91 | 88.09 | 87.46 | 85.85 | 89.08 | 89.54 | 89.90 | 88.43 | 88.58 | 89.55 | 90.21 | 88.41 | 89.37 | 90.06 | 88.24 | 90.55 | 89.11 | 89.46 | 88.51 | 89.26 | 88.87 | 89.37 | 89.03 |
| 416 | 372 | 80 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.77 | 86.86 | 88.94 | 89.56 | 88.96 | 86.35 | 88.56 | 86.80 | 88.83 | 88.32 | 88.25 | 88.94 | 90.15 | 87.86 | 88.65 | 89.85 | 90.10 | 89.71 | 88.86 | 88.25 | 89.81 | 87.75 | 88.87 | 88.91 | 90.26 | 87.71 |
| 417 | 372 | 80 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 86.74 | 89.54 | 89.03 | 87.36 | 89.94 | 88.43 | 89.86 | 88.66 | 88.55 | 87.81 | 90.97 | 88.08 | 87.56 | 89.79 | 87.66 | 88.48 | 89.27 | 90.10 | 88.45 | 87.67 | 89.03 | 88.53 | 91.33 | 87.79 | 88.58 | 88.02 |
| 418 | 372 | 80 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 85.70 | 89.14 | 88.69 | 88.13 | 89.34 | 89.31 | 89.36 | 89.01 | 89.43 | 87.56 | 89.51 | 87.64 | 90.11 | 90.89 | 85.90 | 88.44 | 89.43 | 89.77 | 89.20 | 86.84 | 88.12 | 88.10 | 91.92 | 88.23 | 89.52 | 89.33 |
| 419 | 372 | 80 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 87.49 | 86.32 | 87.65 | 88.86 | 89.38 | 89.05 | 87.56 | 86.31 | 88.16 | 89.79 | 91.03 | 88.55 | 88.15 | 90.35 | 89.01 | 88.24 | 89.61 | 90.36 | 89.39 | 89.95 | 88.75 | 88.09 | 91.16 | 88.27 | 90.49 | 88.68 |
| 424 | 372 | 80 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.34 | 89.41 | 88.35 | 89.10 | 88.85 | 89.69 | 89.51 | 88.50 | 90.10 | 90.50 | 90.59 | 89.22 | 89.92 | 90.15 | 88.33 | 90.48 | 90.75 | 91.54 | 91.11 | 89.05 | 89.55 | 87.74 | 89.87 | 89.25 | 89.80 | 88.63 |
| 425 | 372 | 80 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.29 | 89.14 | 89.84 | 90.23 | 89.30 | 90.04 | 88.78 | 88.48 | 90.74 | 90.76 | 89.72 | 88.58 | 88.04 | 90.23 | 88.32 | 91.64 | 89.18 | 90.33 | 90.04 | 88.11 | 89.80 | 86.96 | 88.71 | 89.50 | 88.41 | 87.39 |
| 426 | 372 | 80 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 87.35 | 89.55 | 88.99 | 88.38 | 88.82 | 87.57 | 88.95 | 90.13 | 91.44 | 89.21 | 90.69 | 87.99 | 89.09 | 89.82 | 88.40 | 89.43 | 88.77 | 89.53 | 90.34 | 89.48 | 89.53 | 87.77 | 91.50 | 87.95 | 90.35 | 90.84 |
| 427 | 372 | 80 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.83 | 88.09 | 89.97 | 88.38 | 88.45 | 88.07 | 88.39 | 87.24 | 88.27 | 90.65 | 89.05 | 89.94 | 89.04 | 90.42 | 88.92 | 91.45 | 91.38 | 89.84 | 90.91 | 89.85 | 89.24 | 88.36 | 90.28 | 87.80 | 88.81 | 89.71 |
The global mean maximum row:
| mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | average_map | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 386 | 87.13 | 87.21 | 86.12 | 87.15 | 88.49 | 87.74 | 88.81 | 86.87 | 87.37 | 88.34 | 88.88 | 87.62 | 87.74 | 88.16 | 87.64 | 90.62 | 85.84 | 88.01 | 87.95 | 88.35 | 87.97 | 85.18 | 88.24 | 87.41 | 88.90 | 87.52 | 87.740769 |
| 363 | 87.39 | 87.32 | 87.17 | 86.99 | 85.82 | 89.04 | 88.44 | 88.15 | 87.42 | 87.40 | 87.26 | 88.62 | 90.43 | 87.09 | 86.41 | 88.01 | 87.98 | 88.83 | 88.82 | 89.14 | 85.52 | 88.78 | 87.89 | 86.15 | 86.87 | 87.62 | 87.713846 |
| 362 | 86.20 | 86.72 | 86.10 | 87.66 | 87.33 | 88.52 | 89.27 | 86.47 | 87.90 | 88.65 | 88.74 | 87.94 | 90.55 | 86.96 | 87.26 | 86.20 | 88.73 | 89.49 | 88.66 | 88.33 | 87.73 | 86.65 | 87.85 | 87.54 | 86.05 | 86.77 | 87.702692 |
| 385 | 85.92 | 86.23 | 85.37 | 86.88 | 88.53 | 87.39 | 87.08 | 88.01 | 87.03 | 86.76 | 88.40 | 89.31 | 88.54 | 88.51 | 88.23 | 88.01 | 88.11 | 88.11 | 88.69 | 89.08 | 87.61 | 86.20 | 88.45 | 86.26 | 89.04 | 85.54 | 87.588077 |
| 361 | 87.31 | 87.44 | 87.82 | 87.86 | 85.70 | 88.46 | 87.94 | 87.56 | 88.47 | 87.48 | 89.38 | 87.99 | 89.26 | 88.39 | 87.20 | 89.75 | 87.32 | 88.02 | 88.11 | 88.15 | 86.84 | 86.14 | 86.41 | 84.90 | 88.20 | 85.14 | 87.586154 |
| 371 | 87.06 | 88.02 | 86.45 | 86.71 | 86.41 | 87.03 | 88.65 | 87.19 | 86.23 | 87.79 | 88.87 | 87.84 | 87.38 | 88.90 | 88.53 | 87.80 | 88.48 | 88.27 | 88.88 | 86.91 | 85.19 | 86.60 | 89.57 | 87.54 | 86.14 | 87.63 | 87.541154 |
| 387 | 86.41 | 86.52 | 87.51 | 87.72 | 86.41 | 86.64 | 87.39 | 87.54 | 87.57 | 86.91 | 88.03 | 89.05 | 87.78 | 87.58 | 86.89 | 87.41 | 89.09 | 88.83 | 88.17 | 88.17 | 88.05 | 86.42 | 87.19 | 85.95 | 88.81 | 87.74 | 87.530000 |
| 298 | 87.15 | 86.67 | 87.48 | 86.53 | 85.92 | 88.18 | 86.80 | 86.38 | 87.74 | 87.44 | 87.91 | 88.15 | 89.22 | 88.02 | 86.97 | 88.00 | 88.03 | 88.92 | 89.39 | 89.29 | 87.83 | 86.02 | 88.68 | 84.09 | 86.88 | 87.73 | 87.516154 |
| 409 | 87.71 | 85.23 | 87.13 | 87.21 | 85.80 | 88.87 | 88.13 | 87.39 | 87.50 | 87.84 | 87.37 | 88.80 | 87.04 | 87.50 | 87.01 | 88.93 | 87.80 | 88.23 | 88.25 | 88.12 | 87.73 | 84.85 | 89.28 | 87.32 | 86.38 | 86.90 | 87.473846 |
| 411 | 86.53 | 87.19 | 86.64 | 86.95 | 86.85 | 87.70 | 87.42 | 87.24 | 87.09 | 88.10 | 87.91 | 88.19 | 89.55 | 87.24 | 87.16 | 88.02 | 86.95 | 86.34 | 88.87 | 87.75 | 88.77 | 86.25 | 88.97 | 86.06 | 87.54 | 86.95 | 87.470385 |
Model performance on validation data (Mann-Whitney U Test)
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues_mw = []
pvalues_real_mw = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
pvalues_real_mw.append(p_value_mw)
pvalues_mw.append((p_value_mw >= 0.05)*1)
dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw
dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')
max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 360 | 372 | 80 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 86.31 | 86.18 | 86.27 | 86.49 | 88.00 | 87.90 | 86.91 | 87.99 | 87.21 | 86.55 | 87.74 | 89.75 | 87.31 | 88.54 | 87.18 | 88.09 | 87.40 | 87.24 | 88.37 | 88.97 | 86.18 | 87.41 | 88.86 | 86.05 | 84.22 | 86.70 |
| 361 | 372 | 80 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.31 | 87.44 | 87.82 | 87.86 | 85.70 | 88.46 | 87.94 | 87.56 | 88.47 | 87.48 | 89.38 | 87.99 | 89.26 | 88.39 | 87.20 | 89.75 | 87.32 | 88.02 | 88.11 | 88.15 | 86.84 | 86.14 | 86.41 | 84.90 | 88.20 | 85.14 |
| 362 | 372 | 80 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.20 | 86.72 | 86.10 | 87.66 | 87.33 | 88.52 | 89.27 | 86.47 | 87.90 | 88.65 | 88.74 | 87.94 | 90.55 | 86.96 | 87.26 | 86.20 | 88.73 | 89.49 | 88.66 | 88.33 | 87.73 | 86.65 | 87.85 | 87.54 | 86.05 | 86.77 |
| 363 | 372 | 80 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.39 | 87.32 | 87.17 | 86.99 | 85.82 | 89.04 | 88.44 | 88.15 | 87.42 | 87.40 | 87.26 | 88.62 | 90.43 | 87.09 | 86.41 | 88.01 | 87.98 | 88.83 | 88.82 | 89.14 | 85.52 | 88.78 | 87.89 | 86.15 | 86.87 | 87.62 |
| 384 | 372 | 80 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.17 | 88.02 | 85.45 | 87.55 | 87.80 | 88.16 | 86.50 | 88.30 | 88.50 | 86.95 | 88.31 | 88.01 | 88.15 | 86.14 | 87.41 | 88.19 | 87.36 | 87.92 | 87.22 | 88.10 | 86.56 | 85.67 | 88.45 | 85.25 | 85.66 | 86.48 |
| 385 | 372 | 80 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 85.92 | 86.23 | 85.37 | 86.88 | 88.53 | 87.39 | 87.08 | 88.01 | 87.03 | 86.76 | 88.40 | 89.31 | 88.54 | 88.51 | 88.23 | 88.01 | 88.11 | 88.11 | 88.69 | 89.08 | 87.61 | 86.20 | 88.45 | 86.26 | 89.04 | 85.54 |
| 386 | 372 | 80 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.13 | 87.21 | 86.12 | 87.15 | 88.49 | 87.74 | 88.81 | 86.87 | 87.37 | 88.34 | 88.88 | 87.62 | 87.74 | 88.16 | 87.64 | 90.62 | 85.84 | 88.01 | 87.95 | 88.35 | 87.97 | 85.18 | 88.24 | 87.41 | 88.90 | 87.52 |
| 387 | 372 | 80 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 86.41 | 86.52 | 87.51 | 87.72 | 86.41 | 86.64 | 87.39 | 87.54 | 87.57 | 86.91 | 88.03 | 89.05 | 87.78 | 87.58 | 86.89 | 87.41 | 89.09 | 88.83 | 88.17 | 88.17 | 88.05 | 86.42 | 87.19 | 85.95 | 88.81 | 87.74 |
| 409 | 372 | 80 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.71 | 85.23 | 87.13 | 87.21 | 85.80 | 88.87 | 88.13 | 87.39 | 87.50 | 87.84 | 87.37 | 88.80 | 87.04 | 87.50 | 87.01 | 88.93 | 87.80 | 88.23 | 88.25 | 88.12 | 87.73 | 84.85 | 89.28 | 87.32 | 86.38 | 86.90 |
| 411 | 372 | 80 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 86.53 | 87.19 | 86.64 | 86.95 | 86.85 | 87.70 | 87.42 | 87.24 | 87.09 | 88.10 | 87.91 | 88.19 | 89.55 | 87.24 | 87.16 | 88.02 | 86.95 | 86.34 | 88.87 | 87.75 | 88.77 | 86.25 | 88.97 | 86.06 | 87.54 | 86.95 |
| 288 | 372 | 80 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.08 | 85.56 | 86.39 | 86.97 | 87.15 | 86.89 | 87.69 | 87.90 | 87.49 | 87.97 | 88.31 | 89.27 | 87.54 | 88.99 | 87.67 | 87.91 | 86.83 | 89.89 | 87.92 | 88.34 | 85.91 | 85.25 | 88.80 | 85.44 | 85.16 | 87.63 |
| 291 | 372 | 80 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 85.88 | 86.32 | 86.57 | 87.81 | 86.68 | 87.61 | 87.10 | 88.51 | 86.85 | 87.16 | 89.26 | 88.91 | 87.10 | 87.71 | 87.57 | 87.59 | 87.21 | 87.24 | 90.28 | 87.80 | 87.09 | 87.10 | 88.17 | 87.83 | 84.76 | 85.90 |
| 312 | 372 | 80 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.40 | 87.76 | 86.07 | 87.41 | 87.62 | 88.66 | 87.19 | 86.16 | 87.59 | 86.60 | 88.59 | 89.13 | 87.43 | 87.53 | 88.08 | 86.13 | 86.79 | 87.84 | 88.52 | 88.22 | 87.29 | 84.88 | 87.60 | 84.65 | 87.03 | 84.46 |
| 313 | 372 | 80 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.07 | 86.43 | 87.11 | 87.62 | 86.96 | 88.95 | 89.34 | 87.64 | 86.50 | 87.14 | 87.55 | 87.67 | 88.05 | 85.70 | 86.20 | 90.00 | 87.71 | 87.73 | 88.26 | 87.08 | 86.90 | 86.06 | 87.46 | 86.57 | 86.62 | 89.58 |
| 315 | 372 | 80 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.64 | 87.97 | 87.48 | 87.51 | 86.09 | 87.85 | 88.32 | 87.78 | 88.88 | 85.91 | 88.98 | 88.45 | 87.70 | 88.70 | 86.01 | 87.34 | 87.10 | 87.14 | 88.31 | 87.95 | 87.01 | 85.24 | 88.66 | 86.97 | 87.17 | 84.80 |
| 370 | 372 | 80 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.96 | 86.40 | 85.28 | 88.69 | 87.57 | 87.95 | 86.59 | 88.16 | 86.88 | 87.15 | 86.96 | 89.38 | 88.79 | 87.72 | 86.60 | 88.04 | 89.46 | 88.16 | 89.21 | 88.71 | 85.99 | 84.83 | 87.61 | 86.72 | 85.40 | 86.16 |
| 371 | 372 | 80 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.06 | 88.02 | 86.45 | 86.71 | 86.41 | 87.03 | 88.65 | 87.19 | 86.23 | 87.79 | 88.87 | 87.84 | 87.38 | 88.90 | 88.53 | 87.80 | 88.48 | 88.27 | 88.88 | 86.91 | 85.19 | 86.60 | 89.57 | 87.54 | 86.14 | 87.63 |
| 395 | 372 | 80 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 86.84 | 88.10 | 86.20 | 84.84 | 86.14 | 87.98 | 86.74 | 87.49 | 87.75 | 85.68 | 89.24 | 89.27 | 88.99 | 87.03 | 86.22 | 87.16 | 87.05 | 87.80 | 88.19 | 87.50 | 88.07 | 85.26 | 89.29 | 87.31 | 88.36 | 86.25 |
| 418 | 372 | 80 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 83.95 | 86.97 | 87.53 | 86.37 | 87.37 | 86.91 | 88.58 | 88.02 | 88.43 | 87.91 | 88.32 | 87.16 | 87.44 | 89.33 | 86.81 | 88.25 | 87.48 | 88.21 | 86.84 | 87.36 | 88.29 | 86.34 | 86.91 | 84.27 | 86.23 | 87.97 |
| 296 | 372 | 80 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.75 | 86.77 | 87.34 | 87.01 | 87.37 | 87.87 | 86.74 | 88.68 | 87.73 | 87.35 | 88.41 | 88.44 | 88.72 | 88.14 | 86.90 | 89.05 | 86.84 | 87.17 | 88.78 | 88.52 | 84.78 | 85.63 | 87.84 | 86.19 | 85.04 | 84.86 |
| 297 | 372 | 80 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.23 | 88.00 | 87.50 | 86.64 | 88.87 | 88.36 | 87.98 | 87.58 | 87.81 | 86.85 | 87.43 | 88.64 | 88.60 | 87.30 | 87.37 | 88.39 | 88.80 | 86.13 | 88.36 | 87.52 | 85.04 | 86.97 | 87.89 | 85.74 | 87.89 | 84.16 |
| 298 | 372 | 80 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.15 | 86.67 | 87.48 | 86.53 | 85.92 | 88.18 | 86.80 | 86.38 | 87.74 | 87.44 | 87.91 | 88.15 | 89.22 | 88.02 | 86.97 | 88.00 | 88.03 | 88.92 | 89.39 | 89.29 | 87.83 | 86.02 | 88.68 | 84.09 | 86.88 | 87.73 |
| 322 | 372 | 80 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.72 | 86.69 | 87.14 | 86.81 | 87.07 | 87.72 | 88.08 | 87.51 | 87.59 | 87.31 | 88.56 | 88.47 | 88.73 | 88.14 | 86.94 | 87.60 | 86.31 | 88.24 | 87.20 | 87.65 | 85.75 | 86.01 | 89.50 | 87.33 | 86.47 | 86.53 |
| 378 | 372 | 80 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.86 | 87.46 | 87.34 | 87.95 | 88.08 | 87.73 | 86.16 | 88.03 | 87.73 | 87.64 | 87.11 | 86.30 | 86.41 | 86.43 | 86.13 | 88.56 | 87.59 | 88.05 | 88.20 | 87.49 | 86.20 | 86.74 | 88.12 | 87.62 | 86.05 | 88.01 |
| 400 | 372 | 80 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.08 | 87.62 | 87.13 | 86.98 | 87.90 | 87.45 | 87.44 | 86.85 | 87.32 | 88.31 | 89.40 | 88.41 | 88.32 | 86.43 | 87.35 | 88.34 | 87.77 | 87.07 | 87.85 | 86.78 | 87.56 | 86.24 | 86.87 | 85.19 | 85.75 | 89.01 |
| 305 | 372 | 80 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.56 | 87.60 | 89.12 | 86.22 | 85.52 | 87.61 | 87.84 | 87.55 | 88.08 | 88.25 | 88.92 | 88.80 | 88.79 | 88.28 | 86.26 | 87.92 | 86.54 | 87.42 | 86.94 | 87.59 | 82.94 | 85.39 | 87.31 | 86.22 | 89.26 | 86.21 |
Size of the All data: (144, 29)
Size of the Sig data: (26, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 372 | 80 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.13 | 87.41 | 88.56 | 87.82 | 87.54 | 87.87 | 88.13 | 88.48 | 89.94 | 88.29 | 89.66 | 88.18 | 87.56 | 89.51 | 86.61 | 88.95 | 90.11 | 85.62 | 88.38 | 88.23 | 86.84 | 86.99 | 89.23 | 88.52 | 85.89 | 88.59 |
| 4 | 372 | 80 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.30 | 90.64 | 87.78 | 88.99 | 88.46 | 88.91 | 88.87 | 90.41 | 90.44 | 89.71 | 90.00 | 87.49 | 89.35 | 90.52 | 87.19 | 90.34 | 89.90 | 90.43 | 91.43 | 88.32 | 90.13 | 88.15 | 87.73 | 88.12 | 88.88 | 87.65 |
| 2 | 372 | 80 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.20 | 89.15 | 88.26 | 87.88 | 87.22 | 87.60 | 88.52 | 88.36 | 88.37 | 88.57 | 88.60 | 85.89 | 89.54 | 90.17 | 87.68 | 87.38 | 88.95 | 88.67 | 89.94 | 89.55 | 88.99 | 88.09 | 88.95 | 88.18 | 88.88 | 87.17 |
| 1 | 372 | 80 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.04 | 89.30 | 87.79 | 88.27 | 87.89 | 89.45 | 90.20 | 87.16 | 88.42 | 89.60 | 89.61 | 86.73 | 87.98 | 90.17 | 87.69 | 89.34 | 89.41 | 88.95 | 89.00 | 87.62 | 88.99 | 88.85 | 89.74 | 90.08 | 89.45 | 89.35 |
| 19 | 372 | 80 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.67 | 89.09 | 88.44 | 87.54 | 86.86 | 87.36 | 84.16 | 89.91 | 88.80 | 90.24 | 89.27 | 87.58 | 89.46 | 89.04 | 88.94 | 88.31 | 87.06 | 89.62 | 89.29 | 87.58 | 89.43 | 85.46 | 88.67 | 87.43 | 88.69 | 87.72 |
| 3 | 372 | 80 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.30 | 88.14 | 87.27 | 87.90 | 86.73 | 89.09 | 87.64 | 88.70 | 89.37 | 87.97 | 87.02 | 88.13 | 87.29 | 89.51 | 87.58 | 88.64 | 89.37 | 88.45 | 88.52 | 88.17 | 87.38 | 86.21 | 91.45 | 88.05 | 89.71 | 83.27 |
| 0 | 372 | 80 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.22 | 88.76 | 87.45 | 88.91 | 88.06 | 87.84 | 89.61 | 89.91 | 88.70 | 89.96 | 86.91 | 87.66 | 90.35 | 88.71 | 87.43 | 90.66 | 87.97 | 88.21 | 90.21 | 89.60 | 89.44 | 86.36 | 88.88 | 90.00 | 90.14 | 88.96 |
| 6 | 372 | 80 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.39 | 87.66 | 89.25 | 88.64 | 88.65 | 89.14 | 88.99 | 88.51 | 86.73 | 88.49 | 89.67 | 87.64 | 87.60 | 89.11 | 87.36 | 88.87 | 90.02 | 90.47 | 86.93 | 88.05 | 89.62 | 87.29 | 90.78 | 89.42 | 90.37 | 88.16 |
| 8 | 372 | 80 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.78 | 88.05 | 86.90 | 86.19 | 87.85 | 88.95 | 87.23 | 87.38 | 88.56 | 85.89 | 89.05 | 87.26 | 87.96 | 88.58 | 87.83 | 90.59 | 88.42 | 89.79 | 87.62 | 88.97 | 90.95 | 87.55 | 90.11 | 87.57 | 87.09 | 87.43 |
| 9 | 372 | 80 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.98 | 88.21 | 89.70 | 89.91 | 88.09 | 87.46 | 85.85 | 89.08 | 89.54 | 89.90 | 88.43 | 88.58 | 89.55 | 90.21 | 88.41 | 89.37 | 90.06 | 88.24 | 90.55 | 89.11 | 89.46 | 88.51 | 89.26 | 88.87 | 89.37 | 89.03 |
| 17 | 372 | 80 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.70 | 87.65 | 89.81 | 88.42 | 89.18 | 86.46 | 89.26 | 88.13 | 88.78 | 89.66 | 89.54 | 88.34 | 89.23 | 89.52 | 88.46 | 90.47 | 89.94 | 89.38 | 89.37 | 89.18 | 89.84 | 86.53 | 92.11 | 85.42 | 86.53 | 88.86 |
| 16 | 372 | 80 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.75 | 88.41 | 88.65 | 88.60 | 88.87 | 88.02 | 88.94 | 88.59 | 89.09 | 90.52 | 89.24 | 89.12 | 89.12 | 89.16 | 88.83 | 87.89 | 89.32 | 87.90 | 89.90 | 87.73 | 90.56 | 89.74 | 90.94 | 89.66 | 85.92 | 86.60 |
| 25 | 372 | 80 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.05 | 88.25 | 89.54 | 85.40 | 87.98 | 88.60 | 88.54 | 88.29 | 88.25 | 88.21 | 87.06 | 89.25 | 87.33 | 88.42 | 88.61 | 88.19 | 88.33 | 88.11 | 85.60 | 88.21 | 87.76 | 85.31 | 88.43 | 87.38 | 88.10 | 85.09 |
| 10 | 372 | 80 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.81 | 87.29 | 89.22 | 87.72 | 87.59 | 88.98 | 88.59 | 86.92 | 89.89 | 89.48 | 86.41 | 88.19 | 89.35 | 89.00 | 87.54 | 90.06 | 89.48 | 89.27 | 89.73 | 88.74 | 89.67 | 88.95 | 88.96 | 89.16 | 86.66 | 89.66 |
| 14 | 372 | 80 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.92 | 86.59 | 88.79 | 89.71 | 87.47 | 86.62 | 88.23 | 89.49 | 89.77 | 87.98 | 90.29 | 87.00 | 89.59 | 90.51 | 88.51 | 87.79 | 88.03 | 87.89 | 88.63 | 90.47 | 89.60 | 85.83 | 89.48 | 87.70 | 88.78 | 83.59 |
| 11 | 372 | 80 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.93 | 89.12 | 89.25 | 86.81 | 90.03 | 88.29 | 89.81 | 90.93 | 89.21 | 89.91 | 88.32 | 88.66 | 90.34 | 89.73 | 88.08 | 90.78 | 89.71 | 89.92 | 90.47 | 89.29 | 87.89 | 89.91 | 91.51 | 89.36 | 88.95 | 87.64 |
| 5 | 372 | 80 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.10 | 89.31 | 88.80 | 88.35 | 86.84 | 87.37 | 90.01 | 88.16 | 89.80 | 90.63 | 91.31 | 89.30 | 89.19 | 90.60 | 87.61 | 89.36 | 89.58 | 89.30 | 88.96 | 88.86 | 89.59 | 88.12 | 90.49 | 88.79 | 90.00 | 89.09 |
| 18 | 372 | 80 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.94 | 88.88 | 89.20 | 87.67 | 88.31 | 88.56 | 89.57 | 88.44 | 88.35 | 89.51 | 90.07 | 88.36 | 89.70 | 90.47 | 87.19 | 90.34 | 88.63 | 89.30 | 91.08 | 87.93 | 89.76 | 87.12 | 90.47 | 88.25 | 90.35 | 89.59 |
| 22 | 372 | 80 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 85.70 | 89.14 | 88.69 | 88.13 | 89.34 | 89.31 | 89.36 | 89.01 | 89.43 | 87.56 | 89.51 | 87.64 | 90.11 | 90.89 | 85.90 | 88.44 | 89.43 | 89.77 | 89.20 | 86.84 | 88.12 | 88.10 | 91.92 | 88.23 | 89.52 | 89.33 |
| 24 | 372 | 80 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.95 | 89.23 | 92.36 | 88.80 | 89.96 | 89.29 | 87.64 | 90.16 | 88.67 | 89.06 | 91.01 | 89.61 | 90.02 | 89.91 | 88.98 | 90.63 | 89.19 | 89.39 | 89.83 | 89.78 | 89.21 | 88.61 | 90.70 | 89.01 | 89.17 | 89.33 |
| 13 | 372 | 80 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.29 | 90.46 | 89.82 | 88.28 | 88.82 | 89.18 | 89.89 | 89.01 | 90.73 | 90.80 | 88.84 | 89.76 | 90.12 | 90.43 | 88.47 | 89.74 | 89.89 | 89.76 | 89.88 | 89.49 | 88.28 | 88.46 | 89.05 | 87.92 | 89.54 | 86.57 |
| 7 | 372 | 80 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.35 | 88.72 | 89.88 | 88.05 | 88.78 | 89.38 | 90.76 | 86.84 | 88.60 | 90.54 | 89.58 | 88.72 | 88.86 | 90.31 | 89.05 | 89.81 | 90.44 | 89.39 | 89.71 | 88.74 | 90.18 | 87.91 | 91.59 | 87.30 | 90.48 | 89.45 |
| 12 | 372 | 80 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 91.39 | 89.03 | 88.98 | 86.87 | 88.96 | 89.98 | 90.05 | 89.38 | 89.59 | 89.20 | 90.67 | 87.13 | 89.50 | 89.91 | 87.70 | 91.23 | 88.82 | 90.55 | 88.63 | 86.37 | 89.12 | 89.07 | 90.51 | 89.47 | 89.55 | 90.23 |
| 20 | 372 | 80 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.42 | 89.01 | 90.64 | 88.92 | 89.34 | 88.47 | 89.54 | 91.22 | 90.33 | 90.13 | 84.87 | 89.13 | 89.46 | 89.04 | 89.08 | 90.02 | 91.19 | 88.98 | 91.64 | 88.98 | 89.79 | 89.11 | 91.06 | 89.57 | 87.61 | 90.17 |
| 15 | 372 | 80 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 89.81 | 89.05 | 91.09 | 88.31 | 89.52 | 89.68 | 89.51 | 88.34 | 90.21 | 89.30 | 89.18 | 89.21 | 89.43 | 88.88 | 88.15 | 90.03 | 88.96 | 88.96 | 91.52 | 89.21 | 89.41 | 89.39 | 89.98 | 88.14 | 88.06 | 90.19 |
| 23 | 372 | 80 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.55 | 89.66 | 91.44 | 89.34 | 89.35 | 88.54 | 90.29 | 91.11 | 91.38 | 91.08 | 91.18 | 90.02 | 90.19 | 90.07 | 90.36 | 91.09 | 88.92 | 90.22 | 90.77 | 90.17 | 89.49 | 88.70 | 90.38 | 88.94 | 91.63 | 89.14 |
Size of the test data: (26, 34)
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_12 | 88.445000 | 0.768470 |
| mAP_valid_abs_values_19 | 88.316923 | 0.757262 |
| mAP_valid_abs_values_11 | 88.301538 | 0.727350 |
| mAP_valid_abs_values_13 | 88.290769 | 1.018285 |
| mAP_valid_abs_values_23 | 88.148846 | 0.847752 |
| mAP_valid_abs_values_16 | 88.127308 | 0.995428 |
| mAP_valid_abs_values_20 | 88.033462 | 0.673979 |
| mAP_valid_abs_values_18 | 87.934615 | 0.856874 |
| mAP_valid_abs_values_6 | 87.891154 | 0.635259 |
| mAP_valid_abs_values_14 | 87.710000 | 0.919069 |
| mAP_valid_abs_values_7 | 87.658846 | 0.871873 |
| mAP_valid_abs_values_8 | 87.575000 | 0.638569 |
| mAP_valid_abs_values_9 | 87.563846 | 0.612941 |
| mAP_valid_abs_values_17 | 87.560385 | 0.867873 |
| mAP_valid_abs_values_10 | 87.363077 | 0.730522 |
| mAP_valid_abs_values_4 | 87.097308 | 0.733864 |
| mAP_valid_abs_values_15 | 87.076923 | 0.655645 |
| mAP_valid_abs_values_5 | 87.055769 | 0.958800 |
| mAP_valid_abs_values_2 | 87.015385 | 0.782868 |
| mAP_valid_abs_values | 86.935000 | 0.911356 |
| mAP_valid_abs_values_3 | 86.835000 | 0.864071 |
| mAP_valid_abs_values_25 | 86.764615 | 1.399824 |
| mAP_valid_abs_values_21 | 86.723077 | 1.335014 |
| mAP_valid_abs_values_26 | 86.701923 | 1.358726 |
| mAP_valid_abs_values_24 | 86.252692 | 1.086508 |
| mAP_valid_abs_values_22 | 86.081154 | 0.903900 |
We then apply the hyperparameters to the test set and average the results.
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_23 | 90.091538 | 1.166553 |
| mAP_test_abs_values_14 | 89.706923 | 0.710773 |
| mAP_test_abs_values_16 | 89.550769 | 1.096197 |
| mAP_test_abs_values_19 | 89.491923 | 1.407329 |
| mAP_test_abs_values_10 | 89.315000 | 1.183954 |
| mAP_test_abs_values_17 | 89.274231 | 0.876950 |
| mAP_test_abs_values_9 | 89.267308 | 0.970371 |
| mAP_test_abs_values_21 | 89.211538 | 0.971599 |
| mAP_test_abs_values_13 | 89.160769 | 0.946910 |
| mAP_test_abs_values_3 | 89.136923 | 1.281049 |
| mAP_test_abs_values_18 | 89.097692 | 1.055493 |
| mAP_test_abs_values_11 | 89.050000 | 1.546113 |
| mAP_test_abs_values_8 | 88.920000 | 1.220098 |
| average_map | 88.862101 | 0.560601 |
| mAP_test_abs_values_25 | 88.820000 | 1.472215 |
| mAP_test_abs_values_7 | 88.815000 | 1.448989 |
| mAP_test_abs_values_2 | 88.700385 | 0.925970 |
| mAP_test_abs_values_20 | 88.661154 | 0.978085 |
| mAP_test_abs_values_24 | 88.482308 | 1.034363 |
| mAP_test_abs_values_6 | 88.476923 | 0.930255 |
| mAP_test_abs_values_5 | 88.372692 | 0.953539 |
| mAP_test_abs_values | 88.371923 | 1.331501 |
| mAP_test_abs_values_12 | 88.253077 | 1.022830 |
| mAP_test_abs_values_26 | 88.148462 | 1.874813 |
| mAP_test_abs_values_4 | 88.131923 | 1.014495 |
| mAP_test_abs_values_15 | 88.047692 | 0.912584 |
| mAP_test_abs_values_22 | 87.858462 | 1.302891 |
Code
def extract_number(text):
if isinstance(text, str):
matches = re.findall(r'\d+', text)
return int(matches[0]) if matches else 1
return 1
res_valid_mwu_80['id'] = res_valid_mwu_80.index.to_series().apply(extract_number)
res_test_mwu_80['id'] = res_test_mwu_80.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid_mwu_80,res_test_mwu_80])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test_mwu_80 = res_test_mwu_80.sort_values(by=['id']).reset_index().query("index !='average_map'")
res_valid_mwu_80 = res_valid_mwu_80.reset_index(drop=True)
res_valid_mwu_80.columns = ['valid_score', 'std', 'id']
res_valid_mwu_80 = res_valid_mwu_80[['valid_score', 'id']]
res_test_mwu_80.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_80 = res_test_mwu_80[['test_score', 'id']]
result_merged_mwu_80 = pd.merge(res_valid_mwu_80,res_test_mwu_80,on='id')
result_merged_mwu_80.sort_values(by=['valid_score'], ascending=False,inplace=True)
result_merged_mwu_80 = result_merged_mwu_80[['id','valid_score','test_score']]
html_table = result_merged_mwu_80.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))| id | valid_score | test_score | |
|---|---|---|---|
| 0 | 12 | 88.445000 | 88.253077 |
| 1 | 19 | 88.316923 | 89.491923 |
| 2 | 11 | 88.301538 | 89.050000 |
| 3 | 13 | 88.290769 | 89.160769 |
| 4 | 23 | 88.148846 | 90.091538 |
| 5 | 16 | 88.127308 | 89.550769 |
| 6 | 20 | 88.033462 | 88.661154 |
| 7 | 18 | 87.934615 | 89.097692 |
| 8 | 6 | 87.891154 | 88.476923 |
| 9 | 14 | 87.710000 | 89.706923 |
| 10 | 7 | 87.658846 | 88.815000 |
| 11 | 8 | 87.575000 | 88.920000 |
| 12 | 9 | 87.563846 | 89.267308 |
| 13 | 17 | 87.560385 | 89.274231 |
| 14 | 10 | 87.363077 | 89.315000 |
| 15 | 4 | 87.097308 | 88.131923 |
| 16 | 15 | 87.076923 | 88.047692 |
| 17 | 5 | 87.055769 | 88.372692 |
| 18 | 2 | 87.015385 | 88.700385 |
| 19 | 1 | 86.935000 | 88.371923 |
| 20 | 3 | 86.835000 | 89.136923 |
| 21 | 25 | 86.764615 | 88.820000 |
| 22 | 21 | 86.723077 | 89.211538 |
| 23 | 26 | 86.701923 | 88.148462 |
| 24 | 24 | 86.252692 | 88.482308 |
| 25 | 22 | 86.081154 | 87.858462 |
The results in this presentation are from two experimental designs:
The thresholding is based on fixed values between -1 and 1 on a step size of 0.1.
Code
#%%
layer_vsn = 'v3_layers'
dt_valid = pd.read_csv(f"final paper results/merged_validation_runs_wide_format_abs_17092024_top100_{layer_vsn}.csv")
dt_test = pd.read_csv(f"final paper results/merged_test_runs_wide_format_abs_17092024_top100_{layer_vsn}.csv")
output_size = 88
query = (
"output_size == @output_size "
)
dt_valid = dt_valid.query(query)
dt_test = dt_test.query(query)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 148 | 372 | 88 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 81.00 | 83.27 | 82.68 | 82.01 | 83.24 | 82.74 | 85.20 | 82.21 | 85.46 | 83.81 | 81.64 | 84.76 | 83.49 | 82.45 | 84.73 | 82.24 | 81.94 | 83.94 | 84.33 | 84.54 | 82.56 | 80.19 | 81.98 | 81.22 | 78.65 | 82.79 |
| 149 | 372 | 88 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 82.08 | 84.33 | 86.35 | 83.84 | 83.29 | 83.40 | 86.06 | 84.65 | 85.28 | 85.33 | 83.94 | 85.06 | 83.36 | 84.88 | 86.83 | 87.87 | 83.12 | 86.39 | 86.06 | 86.49 | 83.95 | 82.06 | 19.49 | 80.82 | 81.38 | 81.98 |
| 150 | 372 | 88 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 84.45 | 83.90 | 85.43 | 82.81 | 85.23 | 85.21 | 83.06 | 85.09 | 86.26 | 85.03 | 84.66 | 85.37 | 85.35 | 82.49 | 82.38 | 84.49 | 84.09 | 86.59 | 86.87 | 82.88 | 82.33 | 83.67 | 84.24 | 83.30 | 85.33 | 83.21 |
| 151 | 372 | 88 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 84.37 | 85.18 | 81.22 | 84.80 | 82.62 | 83.84 | 84.51 | 84.27 | 85.82 | 84.01 | 85.47 | 83.70 | 82.37 | 84.03 | 85.98 | 87.71 | 82.70 | 84.75 | 85.01 | 84.88 | 83.82 | 85.35 | 85.01 | 80.91 | 82.00 | 84.75 |
| 156 | 372 | 88 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 82.25 | 84.37 | 80.34 | 84.86 | 83.72 | 82.76 | 87.07 | 83.86 | 86.14 | 82.33 | 86.56 | 84.76 | 86.59 | 84.85 | 84.21 | 85.58 | 84.04 | 83.56 | 83.44 | 86.77 | 82.68 | 82.26 | 82.55 | 83.00 | 82.17 | 82.47 |
| 157 | 372 | 88 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 83.85 | 85.73 | 84.31 | 84.50 | 84.78 | 84.07 | 85.92 | 84.68 | 86.11 | 86.60 | 86.83 | 86.46 | 86.66 | 84.39 | 85.13 | 85.32 | 86.09 | 87.04 | 85.89 | 85.06 | 84.13 | 82.97 | 82.75 | 82.51 | 82.80 | 85.33 |
| 158 | 372 | 88 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 83.39 | 87.90 | 84.21 | 85.41 | 84.92 | 86.92 | 87.01 | 85.05 | 85.64 | 86.19 | 87.43 | 85.54 | 84.84 | 86.21 | 83.74 | 85.06 | 84.73 | 86.33 | 83.78 | 86.01 | 82.39 | 83.07 | 82.96 | 82.78 | 83.43 | 84.17 |
| 159 | 372 | 88 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 84.83 | 85.01 | 83.21 | 85.50 | 85.16 | 86.15 | 86.32 | 86.15 | 86.91 | 84.57 | 86.64 | 86.50 | 85.95 | 84.98 | 86.97 | 85.34 | 86.61 | 85.79 | 86.68 | 85.26 | 82.59 | 83.76 | 84.18 | 82.88 | 82.64 | 85.16 |
| 164 | 372 | 88 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 83.15 | 82.01 | 82.11 | 85.70 | 83.63 | 85.45 | 82.33 | 84.05 | 79.34 | 83.97 | 84.12 | 85.39 | 83.12 | 86.40 | 85.19 | 84.97 | 81.08 | 84.51 | 86.42 | 84.89 | 80.62 | 73.10 | 81.90 | 81.44 | 84.18 | 82.42 |
| 165 | 372 | 88 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 82.81 | 87.01 | 82.86 | 83.91 | 84.36 | 84.57 | 86.39 | 84.67 | 85.45 | 86.74 | 86.29 | 84.90 | 85.32 | 85.28 | 84.74 | 87.87 | 84.29 | 86.55 | 85.22 | 85.11 | 81.63 | 83.91 | 85.36 | 82.38 | 83.77 | 82.19 |
| 166 | 372 | 88 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 85.39 | 81.80 | 84.10 | 85.54 | 84.11 | 83.75 | 84.39 | 86.50 | 83.50 | 85.03 | 87.28 | 85.46 | 86.18 | 83.72 | 83.39 | 86.08 | 85.47 | 86.65 | 86.56 | 84.96 | 82.94 | 82.19 | 80.01 | 82.31 | 83.83 | 82.97 |
| 167 | 372 | 88 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.52 | 83.60 | 85.13 | 87.20 | 84.00 | 84.67 | 85.40 | 83.87 | 86.47 | 83.75 | 85.08 | 84.69 | 86.04 | 84.40 | 84.28 | 84.62 | 88.51 | 87.67 | 88.87 | 86.52 | 83.86 | 82.67 | 86.63 | 81.17 | 84.69 | 84.61 |
| 172 | 372 | 88 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 84.12 | 83.00 | 83.16 | 83.64 | 85.25 | 84.03 | 84.44 | 84.11 | 84.35 | 84.55 | 84.00 | 84.92 | 85.20 | 82.96 | 83.29 | 85.63 | 83.49 | 82.26 | 84.60 | 85.51 | 83.67 | 81.07 | 82.86 | 80.69 | 81.14 | 82.29 |
| 173 | 372 | 88 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 83.31 | 83.13 | 85.43 | 85.56 | 87.19 | 85.07 | 85.05 | 85.74 | 84.83 | 83.59 | 86.49 | 87.12 | 87.29 | 83.95 | 86.54 | 87.10 | 85.84 | 84.92 | 86.31 | 85.83 | 82.08 | 81.52 | 85.33 | 82.61 | 81.86 | 84.24 |
| 174 | 372 | 88 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 83.82 | 85.51 | 86.67 | 84.44 | 84.45 | 87.72 | 88.10 | 87.17 | 84.26 | 85.39 | 85.76 | 87.55 | 85.04 | 85.88 | 86.10 | 88.38 | 86.39 | 86.65 | 86.42 | 86.63 | 82.18 | 81.98 | 84.54 | 83.66 | 84.80 | 84.61 |
| 175 | 372 | 88 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 85.11 | 86.73 | 84.71 | 85.26 | 83.89 | 84.74 | 85.27 | 85.53 | 86.16 | 84.90 | 86.35 | 87.26 | 87.48 | 83.97 | 85.54 | 87.94 | 86.42 | 85.53 | 87.17 | 87.20 | 85.87 | 83.47 | 85.15 | 82.32 | 85.01 | 86.16 |
| 180 | 372 | 88 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 83.97 | 82.80 | 81.49 | 82.59 | 83.63 | 83.70 | 85.41 | 83.84 | 86.10 | 84.87 | 86.68 | 85.40 | 86.13 | 84.55 | 84.33 | 85.85 | 83.57 | 85.84 | 85.57 | 83.92 | 83.30 | 83.99 | 83.92 | 81.71 | 82.80 | 83.28 |
| 181 | 372 | 88 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 83.82 | 85.47 | 85.79 | 86.41 | 84.92 | 86.46 | 85.98 | 86.10 | 87.22 | 84.73 | 85.82 | 87.31 | 86.06 | 86.74 | 88.06 | 87.15 | 86.42 | 86.32 | 87.34 | 86.32 | 84.27 | 82.94 | 81.11 | 82.94 | 85.28 | 84.76 |
| 182 | 372 | 88 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 85.45 | 84.74 | 83.53 | 86.00 | 85.67 | 87.30 | 85.44 | 84.55 | 87.61 | 84.42 | 89.17 | 86.49 | 86.21 | 87.14 | 85.54 | 86.37 | 86.32 | 88.18 | 85.74 | 87.40 | 86.47 | 82.73 | 84.81 | 83.76 | 85.80 | 85.12 |
| 183 | 372 | 88 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 85.94 | 84.75 | 84.37 | 84.48 | 85.45 | 87.34 | 85.11 | 85.53 | 87.01 | 85.60 | 86.18 | 87.38 | 85.54 | 87.45 | 84.83 | 87.24 | 87.33 | 86.43 | 87.84 | 85.93 | 83.02 | 84.16 | 87.11 | 85.30 | 87.03 | 83.70 |
| 188 | 372 | 88 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 81.54 | 84.35 | 83.60 | 82.36 | 82.44 | 86.72 | 83.26 | 85.06 | 85.12 | 85.14 | 85.87 | 86.02 | 84.06 | 86.01 | 86.44 | 85.81 | 85.28 | 84.72 | 85.46 | 86.93 | 81.72 | 84.03 | 82.18 | 83.04 | 82.69 | 83.83 |
| 189 | 372 | 88 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.41 | 86.25 | 84.87 | 85.30 | 83.24 | 84.06 | 85.17 | 87.18 | 87.20 | 85.22 | 84.91 | 86.87 | 87.34 | 87.42 | 84.74 | 84.92 | 85.31 | 84.95 | 86.84 | 87.07 | 84.08 | 84.37 | 85.74 | 83.01 | 84.96 | 84.73 |
| 190 | 372 | 88 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 84.71 | 87.05 | 84.86 | 85.27 | 86.85 | 86.21 | 85.10 | 85.89 | 87.42 | 85.41 | 86.30 | 86.28 | 86.39 | 86.82 | 86.64 | 87.02 | 86.41 | 85.99 | 86.50 | 86.47 | 88.80 | 83.49 | 85.42 | 81.57 | 86.38 | 83.37 |
| 191 | 372 | 88 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 85.21 | 84.38 | 84.23 | 85.12 | 85.68 | 87.05 | 85.75 | 86.98 | 86.99 | 87.46 | 85.86 | 87.98 | 85.82 | 87.15 | 85.07 | 86.68 | 85.90 | 86.73 | 85.41 | 84.33 | 83.82 | 82.93 | 84.14 | 81.53 | 86.14 | 84.52 |
| 196 | 372 | 88 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 82.97 | 83.87 | 85.39 | 84.70 | 83.23 | 84.69 | 84.34 | 84.86 | 87.49 | 87.31 | 85.28 | 86.65 | 84.77 | 83.58 | 83.92 | 84.67 | 84.91 | 84.10 | 85.27 | 85.64 | 81.93 | 83.41 | 85.82 | 85.06 | 82.74 | 83.81 |
| 197 | 372 | 88 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 85.79 | 86.90 | 85.68 | 85.54 | 84.67 | 87.43 | 85.98 | 83.67 | 85.57 | 84.66 | 86.96 | 87.23 | 88.19 | 85.88 | 85.86 | 86.81 | 85.04 | 89.33 | 88.95 | 85.23 | 85.60 | 83.42 | 85.15 | 83.19 | 83.98 | 83.77 |
| 198 | 372 | 88 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 86.91 | 84.90 | 85.80 | 85.50 | 84.28 | 87.06 | 87.02 | 84.87 | 87.05 | 86.67 | 87.56 | 86.97 | 87.44 | 86.69 | 85.93 | 86.76 | 83.93 | 85.53 | 87.24 | 86.79 | 85.07 | 84.65 | 87.11 | 83.03 | 84.36 | 83.17 |
| 199 | 372 | 88 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 84.90 | 86.16 | 86.18 | 84.96 | 85.65 | 86.75 | 87.05 | 85.99 | 86.99 | 85.92 | 87.11 | 86.76 | 89.14 | 85.74 | 83.24 | 85.73 | 86.86 | 86.75 | 88.11 | 85.78 | 85.60 | 85.02 | 82.59 | 84.45 | 85.57 | 85.68 |
| 204 | 372 | 88 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 86.16 | 84.23 | 83.92 | 83.05 | 83.56 | 84.16 | 85.43 | 84.16 | 84.45 | 87.21 | 86.39 | 87.56 | 86.31 | 85.79 | 85.93 | 86.35 | 85.26 | 85.59 | 85.57 | 85.64 | 82.82 | 83.41 | 82.78 | 82.57 | 83.58 | 82.57 |
| 205 | 372 | 88 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 85.29 | 86.65 | 84.05 | 86.97 | 85.29 | 85.05 | 86.34 | 86.05 | 86.37 | 85.84 | 87.79 | 87.19 | 86.40 | 84.41 | 86.89 | 84.98 | 85.83 | 87.79 | 85.49 | 87.58 | 83.50 | 83.51 | 85.30 | 84.89 | 84.17 | 84.29 |
| 206 | 372 | 88 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 86.07 | 84.92 | 87.02 | 84.95 | 86.05 | 86.38 | 85.40 | 86.84 | 86.77 | 87.19 | 88.37 | 87.82 | 87.61 | 88.11 | 85.39 | 88.64 | 87.35 | 84.96 | 87.33 | 87.49 | 86.22 | 84.80 | 86.24 | 83.40 | 85.03 | 84.99 |
| 207 | 372 | 88 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 84.70 | 86.65 | 84.57 | 86.69 | 86.42 | 86.84 | 86.63 | 87.50 | 86.68 | 86.78 | 85.81 | 86.03 | 87.29 | 85.96 | 85.44 | 86.31 | 86.06 | 86.24 | 85.91 | 86.20 | 83.38 | 85.57 | 85.63 | 82.96 | 82.74 | 82.82 |
| 212 | 372 | 88 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 81.82 | 84.96 | 86.69 | 81.79 | 86.58 | 84.82 | 85.00 | 84.88 | 86.25 | 85.29 | 86.52 | 84.94 | 85.92 | 84.75 | 86.20 | 83.40 | 84.92 | 86.28 | 86.15 | 85.84 | 83.54 | 83.02 | 83.39 | 83.80 | 84.74 | 83.07 |
| 213 | 372 | 88 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 86.35 | 88.34 | 86.07 | 83.12 | 85.42 | 85.65 | 85.25 | 85.20 | 86.86 | 85.97 | 86.05 | 87.37 | 87.55 | 87.08 | 86.35 | 85.74 | 87.25 | 85.60 | 87.92 | 86.68 | 82.99 | 82.84 | 84.64 | 84.23 | 85.53 | 86.01 |
| 214 | 372 | 88 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 85.34 | 87.54 | 86.08 | 85.27 | 85.01 | 86.34 | 85.66 | 87.11 | 86.86 | 86.42 | 86.78 | 85.75 | 87.84 | 87.31 | 87.46 | 87.17 | 86.24 | 85.44 | 86.36 | 85.26 | 82.06 | 86.24 | 84.70 | 84.98 | 85.43 | 83.24 |
| 215 | 372 | 88 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 86.17 | 85.94 | 83.81 | 85.40 | 85.44 | 86.57 | 88.18 | 88.56 | 84.74 | 86.81 | 85.77 | 86.80 | 86.97 | 85.94 | 87.28 | 86.00 | 86.51 | 85.56 | 85.63 | 88.40 | 85.70 | 83.21 | 83.07 | 82.84 | 83.06 | 86.57 |
| 220 | 372 | 88 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 81.70 | 82.85 | 81.65 | 82.79 | 82.78 | 83.23 | 83.26 | 85.77 | 83.13 | 85.42 | 84.30 | 84.85 | 82.97 | 86.13 | 85.01 | 84.18 | 83.39 | 81.45 | 84.68 | 84.90 | 80.79 | 82.56 | 81.52 | 80.29 | 81.72 | 82.17 |
| 221 | 372 | 88 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 84.09 | 83.55 | 82.87 | 82.32 | 82.81 | 87.74 | 84.96 | 85.66 | 86.46 | 84.59 | 86.49 | 85.80 | 86.43 | 83.11 | 84.60 | 86.42 | 84.50 | 84.51 | 85.21 | 86.36 | 82.52 | 84.38 | 83.92 | 83.91 | 84.04 | 84.18 |
| 222 | 372 | 88 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 82.80 | 84.36 | 83.27 | 84.20 | 84.82 | 84.03 | 84.85 | 85.62 | 84.47 | 85.81 | 87.38 | 87.78 | 86.04 | 85.66 | 85.89 | 86.23 | 84.41 | 86.31 | 86.78 | 86.11 | 83.13 | 82.43 | 83.21 | 84.76 | 84.23 | 86.10 |
| 223 | 372 | 88 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 82.89 | 86.13 | 84.95 | 85.88 | 83.64 | 86.07 | 86.09 | 85.71 | 85.35 | 85.06 | 85.96 | 86.12 | 85.23 | 86.54 | 85.20 | 83.84 | 87.13 | 86.28 | 87.10 | 86.82 | 81.73 | 82.59 | 85.93 | 82.36 | 83.61 | 84.71 |
| 228 | 372 | 88 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 82.89 | 79.05 | 82.31 | 83.02 | 82.91 | 84.40 | 83.36 | 86.54 | 84.57 | 84.99 | 85.25 | 85.19 | 86.20 | 84.75 | 86.22 | 83.22 | 80.30 | 81.88 | 85.02 | 86.11 | 81.84 | 81.38 | 82.32 | 85.03 | 82.12 | 83.00 |
| 229 | 372 | 88 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 85.50 | 84.37 | 84.83 | 84.86 | 84.84 | 84.17 | 86.08 | 84.79 | 87.89 | 84.55 | 86.65 | 86.84 | 84.49 | 86.48 | 86.03 | 87.16 | 84.89 | 85.76 | 85.32 | 83.35 | 84.02 | 82.56 | 85.14 | 83.83 | 85.70 | 83.69 |
| 230 | 372 | 88 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 83.95 | 85.73 | 85.36 | 83.28 | 85.75 | 85.60 | 88.10 | 86.43 | 87.82 | 87.07 | 86.20 | 86.30 | 85.52 | 85.59 | 86.28 | 87.97 | 86.46 | 87.34 | 87.51 | 87.57 | 83.42 | 83.33 | 81.66 | 82.12 | 82.04 | 84.16 |
| 231 | 372 | 88 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 84.78 | 85.42 | 83.44 | 85.40 | 86.14 | 86.56 | 86.58 | 85.49 | 86.40 | 83.78 | 88.58 | 86.61 | 87.64 | 88.18 | 85.37 | 84.30 | 85.83 | 85.80 | 86.14 | 83.91 | 83.40 | 82.71 | 84.75 | 86.49 | 83.93 | 84.74 |
| 236 | 372 | 88 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 82.99 | 84.26 | 81.72 | 81.31 | 84.17 | 84.65 | 84.72 | 84.62 | 86.07 | 85.55 | 84.45 | 84.77 | 81.87 | 82.29 | 83.76 | 82.63 | 84.60 | 82.50 | 83.57 | 85.91 | 81.90 | 80.08 | 82.16 | 82.30 | 82.30 | 82.01 |
| 237 | 372 | 88 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 85.41 | 85.17 | 83.82 | 85.12 | 85.36 | 86.02 | 87.73 | 84.75 | 85.55 | 86.47 | 86.53 | 86.38 | 86.72 | 85.48 | 85.37 | 86.55 | 86.95 | 83.88 | 88.50 | 85.83 | 83.80 | 83.37 | 85.34 | 83.55 | 83.94 | 82.74 |
| 238 | 372 | 88 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 83.62 | 86.39 | 83.02 | 84.14 | 84.21 | 86.96 | 86.32 | 87.79 | 86.35 | 86.15 | 85.09 | 85.09 | 84.84 | 85.08 | 85.32 | 87.29 | 86.95 | 86.18 | 87.02 | 86.62 | 83.34 | 82.06 | 85.17 | 84.89 | 83.36 | 83.49 |
| 239 | 372 | 88 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 85.33 | 86.56 | 84.78 | 84.20 | 86.05 | 84.86 | 85.78 | 86.94 | 86.85 | 86.21 | 85.03 | 87.63 | 86.26 | 84.84 | 85.14 | 88.09 | 85.85 | 88.01 | 86.51 | 86.67 | 85.29 | 84.49 | 85.19 | 84.25 | 83.71 | 84.59 |
| 244 | 372 | 88 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 82.14 | 84.18 | 82.78 | 82.27 | 83.16 | 83.82 | 84.14 | 85.71 | 83.52 | 83.68 | 84.51 | 85.71 | 84.86 | 84.22 | 83.84 | 86.52 | 84.52 | 84.14 | 84.30 | 85.60 | 80.90 | 81.50 | 82.45 | 83.13 | 82.01 | 80.33 |
| 245 | 372 | 88 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.83 | 84.06 | 84.19 | 84.00 | 84.60 | 86.79 | 86.82 | 84.96 | 85.58 | 86.40 | 87.98 | 86.40 | 86.62 | 87.28 | 84.72 | 85.90 | 86.32 | 86.82 | 85.62 | 86.61 | 83.71 | 83.31 | 85.51 | 84.43 | 85.29 | 86.48 |
| 246 | 372 | 88 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 84.85 | 86.21 | 86.20 | 84.80 | 85.18 | 86.56 | 87.04 | 84.32 | 86.57 | 86.30 | 87.53 | 87.19 | 87.03 | 87.29 | 86.28 | 85.82 | 86.10 | 87.14 | 84.36 | 84.91 | 85.16 | 82.39 | 82.85 | 84.62 | 83.81 | 82.75 |
| 247 | 372 | 88 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 84.80 | 85.04 | 83.67 | 84.47 | 84.74 | 85.96 | 86.99 | 86.74 | 88.22 | 88.44 | 85.61 | 86.97 | 84.65 | 86.23 | 85.49 | 87.35 | 83.97 | 86.04 | 86.63 | 87.20 | 83.87 | 84.77 | 83.22 | 83.92 | 85.87 | 83.11 |
| 252 | 372 | 88 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 84.16 | 86.11 | 83.88 | 82.26 | 83.62 | 86.45 | 86.62 | 85.39 | 84.71 | 84.23 | 86.65 | 85.93 | 87.23 | 85.85 | 85.78 | 86.55 | 85.25 | 84.71 | 85.83 | 85.73 | 82.11 | 83.31 | 81.30 | 81.01 | 81.62 | 82.45 |
| 253 | 372 | 88 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 84.50 | 85.58 | 83.79 | 87.11 | 86.47 | 85.20 | 87.17 | 87.45 | 85.42 | 86.77 | 86.53 | 88.30 | 86.76 | 86.90 | 84.57 | 86.06 | 85.01 | 89.61 | 87.13 | 86.87 | 82.83 | 84.24 | 86.32 | 84.41 | 83.20 | 86.75 |
| 254 | 372 | 88 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.70 | 85.62 | 82.77 | 86.19 | 86.11 | 86.04 | 85.42 | 86.46 | 86.62 | 87.76 | 85.59 | 87.29 | 87.14 | 86.95 | 85.17 | 88.43 | 86.84 | 85.16 | 86.03 | 86.82 | 86.40 | 86.45 | 82.95 | 81.32 | 84.84 | 84.13 |
| 255 | 372 | 88 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 85.32 | 85.64 | 85.07 | 84.16 | 85.74 | 85.18 | 86.96 | 86.69 | 84.77 | 86.73 | 86.71 | 86.13 | 86.43 | 86.66 | 85.52 | 87.69 | 85.17 | 86.63 | 87.28 | 88.48 | 82.05 | 82.51 | 87.18 | 82.75 | 87.10 | 85.03 |
| 260 | 372 | 88 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 81.56 | 87.28 | 82.98 | 82.22 | 84.10 | 84.70 | 83.91 | 87.24 | 84.23 | 84.83 | 85.39 | 84.47 | 85.39 | 87.21 | 84.18 | 84.05 | 86.90 | 86.54 | 85.26 | 83.88 | 85.67 | 82.59 | 82.32 | 84.53 | 83.06 | 82.34 |
| 261 | 372 | 88 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 84.15 | 86.51 | 83.54 | 84.29 | 84.96 | 84.58 | 85.51 | 87.23 | 86.46 | 84.60 | 86.81 | 88.29 | 85.76 | 85.74 | 86.68 | 85.97 | 85.45 | 86.14 | 85.76 | 84.09 | 83.35 | 83.37 | 84.60 | 86.81 | 84.41 | 84.69 |
| 262 | 372 | 88 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 84.28 | 86.91 | 86.56 | 84.04 | 84.62 | 83.67 | 85.87 | 86.76 | 86.61 | 85.97 | 86.29 | 86.13 | 86.99 | 87.05 | 82.50 | 87.87 | 85.84 | 86.05 | 86.68 | 87.10 | 83.33 | 83.80 | 86.10 | 85.22 | 82.47 | 82.06 |
| 263 | 372 | 88 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 86.19 | 84.37 | 83.58 | 86.90 | 86.61 | 86.65 | 85.62 | 85.72 | 86.97 | 88.00 | 87.66 | 86.99 | 87.98 | 86.69 | 86.80 | 88.11 | 86.60 | 85.81 | 85.48 | 86.63 | 85.19 | 83.83 | 82.81 | 83.43 | 82.58 | 84.39 |
| 268 | 372 | 88 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 82.77 | 84.23 | 84.80 | 82.74 | 83.82 | 85.22 | 83.63 | 84.89 | 84.76 | 83.54 | 86.54 | 83.85 | 86.28 | 84.84 | 83.95 | 86.45 | 84.53 | 84.28 | 86.27 | 85.40 | 82.02 | 80.39 | 82.43 | 83.80 | 82.21 | 82.70 |
| 269 | 372 | 88 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 86.82 | 85.92 | 83.81 | 83.41 | 86.63 | 86.32 | 85.44 | 86.59 | 86.26 | 86.30 | 86.34 | 85.61 | 86.38 | 85.94 | 87.12 | 86.52 | 85.00 | 86.62 | 87.29 | 87.19 | 83.23 | 84.22 | 84.74 | 85.01 | 84.78 | 84.60 |
| 270 | 372 | 88 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 84.47 | 85.05 | 86.46 | 85.34 | 84.14 | 85.56 | 86.03 | 84.86 | 85.54 | 86.49 | 87.38 | 88.10 | 86.55 | 84.87 | 82.94 | 84.52 | 84.50 | 87.59 | 87.86 | 85.74 | 83.77 | 83.01 | 84.23 | 83.15 | 84.08 | 82.98 |
| 271 | 372 | 88 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 86.01 | 86.01 | 86.18 | 85.79 | 85.52 | 86.95 | 85.38 | 87.32 | 86.20 | 86.54 | 88.24 | 87.33 | 88.81 | 87.34 | 85.57 | 85.90 | 85.94 | 87.48 | 86.46 | 87.80 | 85.52 | 86.91 | 85.15 | 85.64 | 85.47 | 84.85 |
| 276 | 372 | 88 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 83.03 | 83.70 | 83.16 | 85.69 | 84.29 | 85.18 | 84.44 | 85.61 | 86.27 | 86.12 | 85.41 | 86.57 | 85.31 | 85.37 | 84.96 | 83.91 | 87.20 | 85.29 | 85.31 | 85.39 | 82.60 | 82.22 | 83.96 | 84.52 | 82.15 | 82.84 |
| 277 | 372 | 88 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 84.92 | 85.70 | 86.49 | 87.14 | 86.64 | 85.23 | 86.03 | 87.22 | 86.28 | 86.88 | 87.28 | 87.39 | 87.20 | 85.96 | 86.41 | 85.04 | 86.65 | 86.19 | 85.58 | 85.95 | 84.32 | 84.91 | 84.17 | 86.48 | 85.46 | 86.37 |
| 278 | 372 | 88 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 85.43 | 86.39 | 86.56 | 86.36 | 85.03 | 87.42 | 86.23 | 87.27 | 86.56 | 85.20 | 86.23 | 86.36 | 87.81 | 86.95 | 87.29 | 88.18 | 86.38 | 88.51 | 86.64 | 87.11 | 85.93 | 83.62 | 83.03 | 86.20 | 85.68 | 85.46 |
| 279 | 372 | 88 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 85.50 | 85.31 | 85.34 | 85.90 | 86.43 | 87.58 | 87.18 | 87.02 | 87.07 | 85.70 | 86.60 | 88.28 | 84.50 | 85.30 | 84.72 | 87.54 | 86.17 | 86.79 | 86.33 | 85.62 | 86.40 | 85.07 | 87.99 | 83.58 | 84.45 | 85.46 |
| 284 | 372 | 88 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 84.51 | 84.80 | 83.29 | 84.98 | 84.31 | 86.47 | 84.42 | 85.53 | 84.45 | 87.25 | 84.40 | 86.15 | 86.73 | 86.29 | 84.96 | 86.46 | 83.75 | 85.13 | 85.32 | 84.85 | 85.42 | 82.85 | 85.38 | 83.30 | 82.21 | 83.89 |
| 285 | 372 | 88 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 85.88 | 87.12 | 85.83 | 87.08 | 83.68 | 86.57 | 86.71 | 87.14 | 86.62 | 86.56 | 85.21 | 86.62 | 85.87 | 86.06 | 85.47 | 87.14 | 85.36 | 86.85 | 87.51 | 87.98 | 84.08 | 85.48 | 84.81 | 86.97 | 85.49 | 86.22 |
| 286 | 372 | 88 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 85.46 | 84.63 | 85.46 | 86.17 | 86.22 | 85.58 | 86.66 | 87.88 | 85.20 | 85.73 | 88.13 | 86.83 | 84.82 | 86.45 | 85.15 | 87.91 | 87.13 | 85.74 | 86.18 | 87.78 | 84.67 | 85.22 | 87.55 | 83.09 | 85.42 | 84.68 |
| 287 | 372 | 88 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 85.52 | 85.77 | 86.42 | 86.13 | 85.51 | 86.59 | 85.52 | 86.63 | 86.76 | 87.76 | 87.59 | 86.02 | 87.16 | 84.83 | 87.06 | 88.13 | 87.07 | 87.26 | 85.83 | 86.04 | 82.27 | 83.40 | 85.20 | 83.60 | 85.33 | 82.18 |
| 292 | 372 | 88 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.16 | 87.47 | 86.64 | 86.90 | 86.68 | 87.96 | 88.04 | 88.15 | 88.22 | 87.05 | 88.74 | 87.90 | 86.53 | 87.64 | 86.80 | 88.23 | 86.95 | 88.42 | 87.64 | 87.88 | 86.33 | 86.68 | 88.12 | 85.03 | 86.83 | 85.38 |
| 293 | 372 | 88 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.95 | 86.45 | 86.72 | 87.03 | 86.91 | 86.85 | 86.81 | 86.27 | 87.82 | 86.09 | 86.87 | 87.55 | 85.68 | 87.86 | 86.54 | 87.58 | 86.52 | 87.06 | 89.17 | 88.63 | 87.11 | 86.44 | 88.58 | 83.39 | 88.17 | 84.02 |
| 294 | 372 | 88 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.43 | 86.85 | 85.21 | 86.02 | 84.77 | 87.55 | 88.03 | 85.88 | 88.26 | 86.85 | 88.44 | 87.81 | 87.98 | 86.03 | 88.65 | 87.28 | 87.11 | 88.08 | 87.88 | 89.14 | 88.07 | 86.18 | 89.40 | 83.97 | 87.22 | 86.03 |
| 295 | 372 | 88 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.30 | 86.44 | 88.35 | 86.75 | 85.63 | 86.78 | 86.87 | 88.08 | 87.13 | 88.08 | 87.87 | 87.25 | 88.89 | 87.74 | 86.62 | 89.59 | 88.47 | 88.92 | 88.44 | 87.89 | 89.30 | 86.17 | 87.30 | 87.56 | 85.96 | 87.91 |
| 300 | 372 | 88 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.42 | 85.37 | 85.91 | 85.93 | 85.84 | 87.62 | 86.97 | 87.93 | 87.79 | 87.93 | 87.33 | 86.66 | 88.44 | 88.09 | 86.63 | 88.31 | 87.44 | 87.51 | 88.05 | 86.83 | 86.51 | 85.41 | 86.14 | 86.79 | 86.09 | 86.64 |
| 301 | 372 | 88 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.91 | 87.49 | 86.83 | 86.31 | 86.62 | 88.05 | 86.66 | 87.50 | 88.58 | 87.15 | 88.29 | 87.50 | 87.58 | 86.66 | 87.36 | 88.71 | 87.30 | 88.66 | 87.99 | 86.80 | 87.53 | 84.84 | 86.82 | 86.55 | 88.07 | 86.80 |
| 302 | 372 | 88 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.14 | 87.26 | 87.58 | 87.35 | 88.73 | 88.01 | 86.90 | 87.28 | 87.61 | 87.04 | 89.34 | 86.17 | 88.61 | 89.02 | 87.18 | 88.38 | 88.51 | 88.45 | 88.26 | 88.61 | 87.33 | 86.42 | 87.37 | 85.72 | 88.86 | 88.70 |
| 303 | 372 | 88 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.31 | 87.83 | 87.17 | 87.12 | 87.66 | 87.42 | 87.22 | 86.76 | 87.99 | 88.14 | 89.76 | 88.15 | 87.92 | 86.39 | 86.43 | 88.16 | 86.62 | 86.98 | 87.24 | 88.58 | 87.70 | 85.72 | 87.39 | 86.54 | 86.85 | 88.59 |
| 308 | 372 | 88 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.26 | 88.13 | 87.60 | 85.37 | 87.39 | 85.89 | 87.29 | 86.72 | 86.34 | 88.51 | 88.42 | 86.83 | 87.75 | 87.91 | 86.28 | 87.49 | 85.35 | 89.36 | 86.16 | 87.79 | 84.99 | 85.74 | 85.56 | 85.75 | 85.27 | 88.85 |
| 309 | 372 | 88 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 85.98 | 86.24 | 87.70 | 86.27 | 85.99 | 87.13 | 87.20 | 86.48 | 87.14 | 86.80 | 88.33 | 88.27 | 88.00 | 87.45 | 86.25 | 88.12 | 87.46 | 87.70 | 88.57 | 88.24 | 85.82 | 87.73 | 85.55 | 85.21 | 84.10 | 86.34 |
| 310 | 372 | 88 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.65 | 84.38 | 86.22 | 86.75 | 87.45 | 87.90 | 87.42 | 87.72 | 87.76 | 87.36 | 89.14 | 87.36 | 87.83 | 86.87 | 86.01 | 87.51 | 86.81 | 86.47 | 88.29 | 87.71 | 85.58 | 85.52 | 83.65 | 86.49 | 87.90 | 85.78 |
| 311 | 372 | 88 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 85.39 | 86.72 | 87.65 | 86.46 | 87.48 | 88.82 | 86.77 | 86.95 | 87.34 | 87.32 | 87.83 | 88.03 | 87.47 | 86.27 | 86.43 | 87.74 | 87.38 | 87.33 | 87.75 | 87.93 | 87.59 | 85.07 | 85.99 | 85.93 | 86.40 | 86.59 |
| 316 | 372 | 88 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 84.88 | 88.13 | 86.19 | 85.17 | 86.88 | 87.91 | 87.45 | 86.40 | 86.50 | 86.28 | 87.01 | 88.00 | 89.09 | 86.81 | 86.34 | 87.54 | 87.47 | 88.99 | 88.25 | 88.75 | 87.21 | 86.42 | 87.96 | 86.49 | 87.40 | 85.44 |
| 317 | 372 | 88 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.49 | 88.76 | 86.93 | 88.31 | 86.09 | 89.30 | 86.07 | 87.87 | 86.69 | 88.02 | 88.45 | 87.50 | 88.51 | 87.57 | 87.04 | 88.59 | 86.81 | 87.35 | 87.41 | 88.89 | 86.46 | 86.50 | 87.54 | 85.58 | 87.24 | 85.39 |
| 318 | 372 | 88 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.60 | 87.72 | 86.76 | 86.03 | 87.48 | 87.74 | 88.68 | 87.51 | 87.29 | 87.55 | 88.21 | 88.18 | 88.55 | 85.78 | 85.94 | 88.34 | 87.29 | 89.72 | 88.00 | 88.77 | 87.04 | 84.80 | 86.38 | 84.32 | 87.88 | 86.69 |
| 319 | 372 | 88 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.00 | 88.01 | 87.00 | 86.43 | 87.32 | 87.23 | 87.08 | 87.78 | 88.35 | 87.41 | 87.39 | 87.69 | 88.15 | 88.11 | 86.59 | 88.69 | 87.50 | 87.33 | 88.93 | 87.89 | 87.49 | 83.91 | 87.32 | 86.22 | 87.04 | 86.67 |
| 324 | 372 | 88 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 84.65 | 86.70 | 84.89 | 86.74 | 86.36 | 88.00 | 87.72 | 86.81 | 87.69 | 86.08 | 88.29 | 86.33 | 87.86 | 86.87 | 85.40 | 89.02 | 87.11 | 87.35 | 87.70 | 87.52 | 87.49 | 85.80 | 86.71 | 86.33 | 84.62 | 86.85 |
| 325 | 372 | 88 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 85.54 | 88.23 | 85.97 | 87.99 | 87.02 | 88.41 | 88.00 | 87.34 | 86.21 | 86.33 | 86.63 | 85.00 | 86.89 | 87.72 | 85.74 | 87.33 | 86.02 | 88.91 | 87.59 | 88.38 | 85.76 | 87.36 | 86.73 | 85.84 | 87.07 | 86.57 |
| 326 | 372 | 88 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.08 | 86.59 | 86.59 | 86.24 | 87.77 | 87.43 | 85.77 | 87.89 | 87.77 | 87.38 | 89.14 | 88.24 | 87.72 | 85.92 | 86.13 | 87.75 | 87.29 | 87.80 | 89.11 | 88.91 | 85.89 | 86.10 | 86.24 | 84.31 | 85.30 | 87.33 |
| 327 | 372 | 88 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 86.73 | 87.51 | 86.18 | 88.04 | 87.65 | 88.37 | 89.18 | 86.80 | 87.45 | 85.72 | 88.53 | 87.52 | 88.20 | 88.82 | 86.13 | 86.62 | 90.10 | 88.21 | 88.00 | 86.38 | 87.81 | 86.10 | 87.07 | 86.51 | 84.57 | 86.05 |
| 332 | 372 | 88 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 85.63 | 87.13 | 87.12 | 86.47 | 87.26 | 86.70 | 86.34 | 86.73 | 86.65 | 86.34 | 86.90 | 86.70 | 87.28 | 87.05 | 87.46 | 88.60 | 87.54 | 87.97 | 87.96 | 86.81 | 85.19 | 86.56 | 86.53 | 85.79 | 84.46 | 86.28 |
| 333 | 372 | 88 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.23 | 87.22 | 86.73 | 85.69 | 87.11 | 88.13 | 86.97 | 87.25 | 87.75 | 85.78 | 88.57 | 87.65 | 88.10 | 88.14 | 86.55 | 89.33 | 89.50 | 88.59 | 88.98 | 88.32 | 85.01 | 85.71 | 88.65 | 86.09 | 85.36 | 84.95 |
| 334 | 372 | 88 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.76 | 86.39 | 86.94 | 85.44 | 85.57 | 88.13 | 87.16 | 86.60 | 86.50 | 86.71 | 86.83 | 87.86 | 88.35 | 88.15 | 86.24 | 88.33 | 90.39 | 86.67 | 89.08 | 88.83 | 86.24 | 85.55 | 85.23 | 84.54 | 85.01 | 86.13 |
| 335 | 372 | 88 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.39 | 86.47 | 86.11 | 86.71 | 86.55 | 85.61 | 87.16 | 87.71 | 87.28 | 87.32 | 87.78 | 87.36 | 86.49 | 85.78 | 87.34 | 87.96 | 85.71 | 87.58 | 88.54 | 89.03 | 84.54 | 83.99 | 85.16 | 85.76 | 85.15 | 85.63 |
| 340 | 372 | 88 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 85.53 | 86.82 | 86.83 | 87.64 | 86.73 | 88.64 | 86.57 | 87.79 | 87.92 | 88.24 | 87.55 | 88.09 | 85.57 | 87.46 | 88.93 | 89.29 | 87.34 | 87.88 | 87.36 | 87.02 | 86.71 | 86.16 | 87.55 | 86.69 | 85.93 | 86.98 |
| 341 | 372 | 88 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 86.32 | 87.26 | 86.15 | 87.26 | 85.89 | 88.86 | 86.99 | 85.97 | 88.30 | 86.61 | 89.04 | 87.96 | 88.21 | 86.48 | 86.18 | 88.23 | 87.67 | 87.97 | 87.40 | 86.83 | 86.16 | 85.30 | 86.22 | 86.23 | 85.56 | 85.06 |
| 342 | 372 | 88 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 86.16 | 85.62 | 88.03 | 85.91 | 86.45 | 88.17 | 87.25 | 86.62 | 87.31 | 87.62 | 88.52 | 88.53 | 87.61 | 87.93 | 86.02 | 89.12 | 86.86 | 88.24 | 89.12 | 87.36 | 85.73 | 85.73 | 88.94 | 87.18 | 85.09 | 86.97 |
| 343 | 372 | 88 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 86.72 | 85.67 | 86.70 | 86.53 | 86.22 | 86.76 | 87.08 | 87.32 | 87.80 | 86.36 | 88.53 | 88.52 | 89.83 | 88.63 | 87.05 | 88.45 | 88.25 | 88.49 | 87.99 | 87.85 | 85.45 | 85.87 | 87.80 | 85.03 | 86.01 | 87.66 |
| 348 | 372 | 88 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 86.50 | 86.12 | 87.09 | 87.00 | 87.36 | 88.16 | 86.73 | 87.44 | 87.99 | 89.51 | 88.56 | 87.66 | 88.02 | 88.66 | 87.61 | 87.67 | 87.84 | 89.54 | 88.57 | 86.95 | 87.13 | 85.53 | 87.49 | 86.69 | 87.67 | 85.71 |
| 349 | 372 | 88 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 85.11 | 86.51 | 86.76 | 85.29 | 88.88 | 87.91 | 88.32 | 88.00 | 87.82 | 88.26 | 88.41 | 88.43 | 87.28 | 86.73 | 86.00 | 87.01 | 86.42 | 87.79 | 87.50 | 88.76 | 85.63 | 85.34 | 86.63 | 86.75 | 88.58 | 85.58 |
| 350 | 372 | 88 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 87.72 | 86.72 | 87.23 | 86.82 | 85.98 | 88.00 | 87.72 | 85.90 | 87.85 | 87.82 | 88.93 | 88.45 | 88.66 | 87.52 | 87.05 | 88.41 | 88.16 | 88.90 | 88.47 | 88.16 | 86.64 | 84.55 | 87.12 | 86.27 | 87.18 | 87.18 |
| 351 | 372 | 88 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.75 | 86.84 | 87.79 | 85.43 | 87.63 | 86.93 | 88.36 | 89.38 | 87.47 | 87.48 | 88.47 | 86.88 | 88.77 | 87.43 | 86.04 | 87.12 | 89.01 | 86.88 | 88.75 | 87.99 | 85.98 | 85.82 | 86.66 | 85.96 | 85.20 | 86.07 |
| 356 | 372 | 88 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 85.71 | 86.18 | 85.35 | 86.15 | 86.20 | 87.51 | 88.02 | 85.37 | 87.32 | 87.96 | 87.55 | 86.77 | 87.16 | 87.51 | 87.33 | 88.73 | 86.46 | 87.78 | 88.95 | 86.80 | 85.64 | 85.61 | 87.76 | 87.10 | 86.36 | 86.93 |
| 357 | 372 | 88 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 87.26 | 87.12 | 88.01 | 86.15 | 86.69 | 87.46 | 87.52 | 87.52 | 87.54 | 87.29 | 86.94 | 87.53 | 87.01 | 86.60 | 87.34 | 86.91 | 87.54 | 86.52 | 87.01 | 86.89 | 85.34 | 86.75 | 88.55 | 85.47 | 85.56 | 85.87 |
| 358 | 372 | 88 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 87.44 | 86.44 | 86.67 | 85.59 | 86.97 | 87.07 | 86.01 | 87.07 | 87.69 | 87.23 | 88.01 | 87.08 | 87.19 | 88.37 | 85.63 | 87.84 | 87.41 | 87.11 | 87.02 | 88.43 | 84.47 | 86.33 | 87.51 | 85.48 | 86.89 | 85.68 |
| 359 | 372 | 88 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 86.43 | 87.19 | 87.68 | 86.81 | 87.12 | 87.44 | 85.20 | 87.86 | 87.14 | 87.63 | 87.33 | 88.68 | 87.90 | 87.38 | 87.50 | 88.49 | 85.65 | 87.24 | 87.96 | 88.04 | 85.38 | 84.67 | 87.77 | 84.37 | 89.03 | 87.15 |
| 364 | 372 | 88 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 86.79 | 85.65 | 86.72 | 89.22 | 85.73 | 88.58 | 89.13 | 87.35 | 86.89 | 86.91 | 87.24 | 87.90 | 90.38 | 88.32 | 86.76 | 86.85 | 86.60 | 87.10 | 87.50 | 88.26 | 87.67 | 85.14 | 87.72 | 87.62 | 86.35 | 84.65 |
| 365 | 372 | 88 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.11 | 87.68 | 87.79 | 88.71 | 87.25 | 88.98 | 87.72 | 86.54 | 88.26 | 88.58 | 87.68 | 87.41 | 89.56 | 87.48 | 85.64 | 88.53 | 88.40 | 89.12 | 88.30 | 89.02 | 87.63 | 85.17 | 87.93 | 86.77 | 87.31 | 87.03 |
| 366 | 372 | 88 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.08 | 87.39 | 88.49 | 89.62 | 86.01 | 86.57 | 87.54 | 86.97 | 88.50 | 86.78 | 88.34 | 87.25 | 87.73 | 88.15 | 87.08 | 90.01 | 86.97 | 88.06 | 88.50 | 88.72 | 87.92 | 86.06 | 88.58 | 86.24 | 88.04 | 88.04 |
| 367 | 372 | 88 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.44 | 87.99 | 87.13 | 86.51 | 86.67 | 87.85 | 87.54 | 88.35 | 87.92 | 87.88 | 87.58 | 87.43 | 89.34 | 86.26 | 87.56 | 87.30 | 86.74 | 87.46 | 88.69 | 88.12 | 88.22 | 85.09 | 88.28 | 86.48 | 86.64 | 85.23 |
| 372 | 372 | 88 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 85.44 | 86.41 | 86.55 | 88.96 | 87.95 | 87.04 | 86.86 | 86.66 | 87.28 | 88.10 | 88.68 | 87.10 | 88.73 | 86.96 | 86.86 | 88.80 | 87.60 | 88.62 | 86.50 | 87.29 | 85.25 | 86.68 | 88.00 | 84.42 | 88.48 | 85.63 |
| 373 | 372 | 88 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.02 | 86.89 | 88.11 | 85.48 | 87.12 | 88.01 | 88.32 | 87.02 | 87.46 | 87.09 | 88.42 | 87.84 | 87.88 | 88.62 | 86.58 | 87.97 | 87.88 | 87.00 | 88.68 | 88.09 | 87.33 | 87.24 | 88.46 | 85.29 | 85.93 | 86.12 |
| 374 | 372 | 88 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.18 | 87.14 | 87.43 | 86.56 | 88.88 | 87.97 | 87.71 | 88.31 | 87.28 | 88.13 | 87.94 | 85.30 | 88.61 | 87.12 | 86.37 | 88.30 | 87.50 | 87.71 | 88.25 | 88.81 | 83.93 | 86.40 | 89.68 | 85.07 | 87.35 | 87.16 |
| 375 | 372 | 88 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.61 | 87.49 | 86.32 | 86.12 | 87.89 | 88.21 | 88.82 | 88.47 | 87.16 | 87.50 | 87.98 | 89.20 | 87.59 | 88.03 | 86.54 | 88.12 | 87.01 | 88.22 | 88.37 | 88.66 | 87.79 | 86.01 | 87.53 | 84.23 | 86.81 | 85.99 |
| 380 | 372 | 88 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.04 | 87.95 | 86.79 | 85.33 | 87.76 | 86.89 | 86.97 | 87.35 | 87.00 | 87.28 | 88.87 | 89.24 | 86.89 | 87.10 | 87.57 | 89.34 | 87.81 | 88.52 | 88.91 | 89.67 | 86.14 | 85.59 | 87.66 | 84.90 | 88.32 | 85.35 |
| 381 | 372 | 88 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.98 | 87.49 | 86.79 | 87.91 | 87.78 | 86.82 | 87.39 | 86.07 | 86.91 | 88.27 | 86.80 | 87.69 | 86.26 | 85.80 | 86.40 | 86.43 | 88.86 | 87.96 | 88.70 | 87.90 | 84.26 | 87.34 | 88.33 | 84.84 | 84.25 | 87.60 |
| 382 | 372 | 88 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.42 | 86.42 | 87.37 | 87.06 | 86.15 | 87.77 | 87.38 | 87.71 | 87.70 | 85.67 | 88.53 | 87.78 | 88.46 | 86.06 | 86.76 | 87.48 | 85.81 | 89.24 | 89.23 | 88.54 | 85.67 | 85.34 | 88.49 | 86.13 | 87.78 | 85.67 |
| 383 | 372 | 88 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.62 | 87.13 | 86.88 | 86.97 | 87.74 | 87.60 | 87.27 | 84.26 | 87.70 | 87.05 | 89.24 | 88.00 | 86.89 | 87.60 | 87.80 | 88.10 | 87.07 | 87.10 | 88.36 | 87.75 | 85.30 | 86.85 | 87.68 | 85.57 | 86.55 | 87.35 |
| 388 | 372 | 88 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.02 | 87.87 | 87.59 | 85.93 | 85.89 | 87.61 | 87.62 | 86.96 | 86.99 | 87.85 | 87.08 | 86.49 | 89.40 | 87.72 | 84.97 | 87.97 | 86.78 | 86.50 | 88.76 | 89.64 | 85.60 | 85.26 | 86.95 | 86.87 | 85.23 | 86.75 |
| 389 | 372 | 88 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.88 | 88.73 | 87.01 | 89.42 | 87.82 | 87.83 | 87.24 | 86.64 | 87.53 | 87.51 | 88.15 | 88.70 | 88.13 | 87.55 | 88.75 | 88.33 | 87.50 | 88.94 | 88.81 | 87.94 | 86.16 | 86.57 | 88.54 | 86.95 | 87.85 | 86.44 |
| 390 | 372 | 88 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.35 | 87.74 | 87.79 | 88.54 | 87.21 | 87.12 | 86.36 | 87.22 | 88.22 | 88.48 | 88.46 | 85.88 | 86.68 | 87.14 | 86.38 | 88.77 | 87.84 | 88.36 | 88.10 | 88.50 | 87.58 | 87.43 | 85.67 | 87.22 | 88.03 | 86.99 |
| 391 | 372 | 88 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.12 | 86.69 | 86.84 | 88.14 | 86.80 | 87.24 | 86.64 | 89.27 | 86.49 | 87.46 | 88.17 | 88.75 | 88.63 | 88.09 | 88.90 | 88.62 | 90.09 | 87.11 | 88.82 | 87.71 | 86.52 | 85.62 | 86.71 | 85.13 | 86.98 | 86.30 |
| 396 | 372 | 88 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 86.76 | 87.45 | 86.39 | 86.89 | 86.49 | 88.61 | 88.04 | 87.61 | 87.80 | 88.09 | 87.93 | 89.46 | 87.08 | 86.60 | 85.77 | 88.24 | 86.84 | 86.71 | 88.82 | 88.10 | 84.83 | 85.90 | 87.10 | 86.33 | 87.05 | 87.91 |
| 397 | 372 | 88 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.43 | 87.49 | 87.86 | 87.33 | 87.92 | 88.01 | 86.70 | 87.69 | 87.08 | 89.30 | 86.89 | 88.99 | 86.57 | 88.23 | 87.53 | 88.22 | 86.54 | 89.15 | 86.53 | 88.18 | 85.22 | 86.52 | 87.80 | 86.71 | 86.74 | 87.65 |
| 398 | 372 | 88 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.51 | 87.48 | 86.60 | 87.95 | 87.45 | 88.00 | 88.91 | 87.63 | 87.88 | 87.88 | 86.70 | 86.48 | 88.78 | 86.79 | 87.98 | 88.48 | 88.40 | 88.68 | 87.51 | 87.93 | 86.40 | 86.12 | 87.56 | 86.71 | 87.38 | 86.64 |
| 399 | 372 | 88 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.52 | 86.16 | 87.23 | 87.48 | 87.94 | 89.25 | 87.11 | 86.89 | 86.79 | 87.27 | 88.01 | 88.77 | 87.35 | 86.41 | 87.10 | 88.46 | 86.60 | 89.03 | 88.90 | 87.82 | 85.76 | 86.33 | 88.11 | 86.12 | 87.37 | 86.65 |
| 404 | 372 | 88 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.40 | 87.12 | 85.92 | 87.11 | 86.62 | 88.69 | 88.50 | 87.28 | 86.84 | 86.92 | 88.29 | 88.43 | 87.40 | 87.65 | 85.67 | 88.66 | 87.28 | 88.72 | 90.07 | 87.77 | 84.28 | 85.08 | 85.81 | 85.08 | 86.43 | 85.87 |
| 405 | 372 | 88 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 85.79 | 86.87 | 85.60 | 87.29 | 86.73 | 88.35 | 85.92 | 85.13 | 87.25 | 86.73 | 86.49 | 88.47 | 88.18 | 87.61 | 87.27 | 88.48 | 87.09 | 87.89 | 87.41 | 89.14 | 86.79 | 87.05 | 85.94 | 87.11 | 86.84 | 86.99 |
| 406 | 372 | 88 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.74 | 86.99 | 85.35 | 87.48 | 87.84 | 86.42 | 87.83 | 86.97 | 87.72 | 87.46 | 88.77 | 86.73 | 86.78 | 87.93 | 87.41 | 88.30 | 87.62 | 88.75 | 88.19 | 88.20 | 85.37 | 85.22 | 88.96 | 84.02 | 88.77 | 85.79 |
| 407 | 372 | 88 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 86.34 | 88.17 | 86.08 | 87.50 | 87.36 | 87.78 | 85.33 | 87.43 | 86.87 | 87.53 | 87.70 | 89.19 | 88.06 | 87.87 | 87.26 | 87.76 | 87.72 | 87.85 | 87.06 | 86.60 | 87.31 | 87.96 | 87.73 | 86.34 | 86.91 | 85.49 |
| 412 | 372 | 88 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.09 | 86.85 | 88.70 | 86.69 | 87.40 | 87.75 | 87.26 | 88.87 | 87.15 | 87.98 | 87.89 | 87.40 | 89.69 | 87.53 | 86.54 | 88.15 | 86.29 | 88.49 | 88.69 | 87.28 | 87.42 | 84.59 | 86.14 | 85.88 | 86.08 | 86.52 |
| 413 | 372 | 88 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.78 | 88.10 | 86.59 | 87.53 | 88.20 | 88.10 | 89.13 | 86.58 | 88.14 | 87.54 | 88.47 | 87.09 | 89.80 | 86.06 | 88.19 | 87.51 | 87.59 | 87.76 | 88.42 | 88.80 | 87.74 | 87.33 | 87.46 | 88.62 | 87.88 | 87.23 |
| 414 | 372 | 88 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 88.21 | 87.52 | 86.64 | 86.72 | 87.06 | 87.66 | 88.61 | 87.14 | 87.28 | 86.71 | 87.77 | 86.49 | 86.97 | 86.42 | 86.66 | 88.59 | 87.59 | 88.66 | 88.08 | 86.99 | 87.93 | 87.00 | 87.60 | 85.65 | 88.82 | 86.77 |
| 415 | 372 | 88 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 87.57 | 87.00 | 87.37 | 89.19 | 86.26 | 87.71 | 87.11 | 88.31 | 87.85 | 87.47 | 88.34 | 87.33 | 87.33 | 87.16 | 88.17 | 87.20 | 87.54 | 87.35 | 88.36 | 88.61 | 89.20 | 85.73 | 87.45 | 86.54 | 87.76 | 86.75 |
| 420 | 372 | 88 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 86.65 | 86.34 | 86.40 | 86.59 | 86.66 | 87.84 | 88.04 | 85.71 | 87.23 | 87.93 | 88.16 | 88.23 | 89.46 | 85.93 | 86.26 | 87.41 | 88.99 | 88.37 | 87.48 | 88.69 | 86.14 | 86.63 | 86.78 | 86.68 | 87.68 | 86.59 |
| 421 | 372 | 88 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.01 | 88.08 | 87.62 | 87.68 | 87.21 | 87.96 | 89.04 | 89.09 | 88.32 | 88.27 | 88.42 | 87.30 | 89.28 | 85.82 | 87.62 | 88.48 | 87.43 | 88.03 | 89.42 | 88.57 | 87.73 | 85.61 | 88.21 | 87.39 | 87.97 | 85.87 |
| 422 | 372 | 88 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 84.87 | 87.22 | 85.43 | 86.55 | 88.49 | 86.50 | 86.52 | 87.76 | 87.25 | 86.27 | 86.52 | 87.79 | 88.36 | 86.57 | 87.17 | 88.58 | 86.79 | 87.38 | 86.79 | 87.98 | 87.04 | 84.85 | 86.92 | 86.90 | 87.51 | 87.37 |
| 423 | 372 | 88 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 84.77 | 86.88 | 86.90 | 86.77 | 87.06 | 87.29 | 86.18 | 87.74 | 87.01 | 88.85 | 88.62 | 87.49 | 89.43 | 88.44 | 85.42 | 87.99 | 87.63 | 88.47 | 87.43 | 88.75 | 86.17 | 87.16 | 86.13 | 85.92 | 85.87 | 86.68 |
| 428 | 372 | 88 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.83 | 88.09 | 87.62 | 86.26 | 87.40 | 86.40 | 86.79 | 86.77 | 87.55 | 88.15 | 86.73 | 87.69 | 86.10 | 89.19 | 87.19 | 87.31 | 87.10 | 87.56 | 86.66 | 87.71 | 87.42 | 85.09 | 87.67 | 86.01 | 86.88 | 85.55 |
| 429 | 372 | 88 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.14 | 87.63 | 85.45 | 87.13 | 86.73 | 85.43 | 85.85 | 87.03 | 87.42 | 87.38 | 88.12 | 88.22 | 88.44 | 87.07 | 85.23 | 87.97 | 88.14 | 87.33 | 87.72 | 85.72 | 84.45 | 86.70 | 86.65 | 86.40 | 87.23 | 86.72 |
| 430 | 372 | 88 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.94 | 88.04 | 86.14 | 86.48 | 87.56 | 87.15 | 88.03 | 87.15 | 88.30 | 87.85 | 86.29 | 87.28 | 86.75 | 87.28 | 88.38 | 88.07 | 86.54 | 89.27 | 88.75 | 89.00 | 86.81 | 86.37 | 86.69 | 85.71 | 87.36 | 86.02 |
| 431 | 372 | 88 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 86.39 | 87.47 | 86.04 | 85.99 | 86.41 | 87.50 | 86.42 | 88.33 | 87.35 | 87.27 | 86.20 | 87.96 | 88.27 | 86.94 | 86.10 | 88.91 | 87.07 | 87.54 | 86.97 | 87.26 | 85.54 | 84.79 | 85.80 | 85.14 | 84.90 | 85.56 |
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 148 | 372 | 88 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.15 | 87.95 | 85.75 | 87.80 | 87.90 | 85.58 | 90.15 | 85.53 | 90.27 | 88.41 | 84.81 | 88.37 | 89.26 | 88.70 | 87.04 | 87.27 | 84.91 | 88.11 | 88.14 | 89.11 | 88.27 | 85.43 | 87.36 | 85.94 | 83.98 | 85.57 |
| 149 | 372 | 88 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.92 | 87.18 | 90.01 | 87.16 | 88.87 | 86.18 | 90.10 | 86.17 | 90.20 | 88.92 | 87.91 | 88.31 | 87.31 | 91.12 | 88.35 | 90.06 | 88.51 | 89.55 | 87.97 | 88.33 | 88.02 | 88.60 | 19.58 | 85.79 | 86.96 | 86.72 |
| 150 | 372 | 88 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.09 | 84.53 | 89.88 | 86.15 | 89.21 | 87.96 | 84.35 | 87.25 | 86.23 | 89.89 | 88.27 | 88.55 | 88.57 | 85.34 | 85.44 | 89.95 | 87.53 | 86.23 | 89.46 | 86.42 | 86.10 | 87.20 | 88.86 | 88.30 | 88.29 | 87.27 |
| 151 | 372 | 88 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.20 | 88.04 | 87.91 | 88.15 | 86.23 | 87.27 | 87.32 | 86.80 | 87.31 | 86.69 | 88.74 | 84.56 | 87.75 | 88.60 | 88.89 | 90.33 | 88.78 | 86.09 | 86.74 | 87.43 | 87.55 | 89.15 | 89.17 | 85.22 | 85.76 | 87.79 |
| 156 | 372 | 88 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.28 | 87.15 | 85.36 | 88.47 | 88.79 | 87.99 | 89.99 | 87.61 | 88.08 | 88.13 | 88.26 | 85.50 | 90.01 | 88.56 | 88.86 | 87.10 | 87.94 | 87.05 | 88.49 | 90.83 | 87.52 | 85.28 | 89.24 | 85.69 | 87.50 | 88.36 |
| 157 | 372 | 88 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.82 | 87.47 | 88.05 | 88.27 | 89.32 | 85.87 | 87.74 | 90.39 | 88.96 | 90.41 | 89.99 | 88.30 | 89.46 | 89.54 | 88.89 | 89.31 | 89.52 | 87.65 | 88.82 | 88.93 | 88.69 | 87.81 | 88.27 | 87.87 | 87.05 | 86.66 |
| 158 | 372 | 88 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.35 | 89.99 | 90.33 | 87.40 | 89.10 | 86.79 | 90.73 | 88.34 | 89.08 | 90.15 | 90.80 | 87.22 | 87.80 | 90.77 | 87.57 | 88.13 | 89.75 | 90.19 | 87.58 | 88.96 | 88.42 | 87.83 | 88.06 | 87.56 | 88.17 | 89.00 |
| 159 | 372 | 88 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.95 | 88.55 | 86.83 | 89.38 | 89.20 | 87.64 | 89.19 | 87.25 | 90.09 | 89.59 | 87.19 | 88.65 | 90.65 | 91.32 | 88.51 | 88.64 | 89.91 | 89.11 | 88.19 | 89.83 | 89.27 | 87.72 | 88.91 | 88.25 | 87.00 | 89.38 |
| 164 | 372 | 88 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.36 | 85.73 | 86.88 | 85.61 | 87.83 | 86.91 | 86.17 | 87.99 | 83.16 | 87.24 | 86.84 | 86.17 | 88.47 | 88.27 | 86.73 | 88.20 | 86.36 | 87.49 | 89.40 | 87.49 | 86.66 | 77.16 | 86.99 | 86.60 | 87.67 | 87.00 |
| 165 | 372 | 88 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.67 | 90.11 | 89.06 | 88.55 | 86.78 | 86.88 | 89.62 | 87.14 | 90.57 | 90.87 | 90.56 | 87.77 | 88.86 | 90.11 | 87.92 | 91.35 | 88.37 | 90.11 | 89.33 | 88.81 | 88.54 | 89.50 | 91.25 | 87.20 | 86.48 | 87.01 |
| 166 | 372 | 88 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 90.08 | 86.28 | 89.52 | 88.47 | 88.66 | 86.27 | 89.14 | 88.91 | 88.60 | 89.29 | 88.93 | 88.49 | 89.84 | 89.38 | 87.44 | 89.44 | 88.28 | 91.08 | 89.70 | 88.78 | 89.03 | 87.47 | 87.41 | 86.94 | 88.77 | 87.36 |
| 167 | 372 | 88 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.44 | 88.81 | 90.49 | 90.54 | 89.78 | 87.28 | 89.13 | 88.63 | 89.39 | 88.16 | 88.38 | 87.18 | 90.01 | 89.11 | 88.92 | 90.50 | 91.73 | 88.09 | 90.28 | 89.24 | 87.73 | 88.53 | 89.74 | 86.07 | 89.04 | 89.56 |
| 172 | 372 | 88 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.06 | 86.05 | 88.01 | 87.08 | 87.97 | 85.86 | 86.56 | 86.81 | 88.17 | 88.30 | 86.93 | 86.68 | 87.72 | 86.39 | 83.49 | 90.63 | 86.81 | 85.19 | 86.06 | 88.39 | 88.19 | 86.11 | 87.28 | 85.52 | 86.24 | 86.59 |
| 173 | 372 | 88 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.72 | 87.40 | 89.11 | 87.08 | 90.00 | 87.88 | 87.57 | 87.73 | 88.95 | 85.44 | 89.35 | 89.94 | 88.87 | 88.06 | 89.41 | 88.40 | 88.00 | 85.57 | 89.40 | 89.27 | 86.56 | 86.12 | 90.45 | 87.86 | 85.89 | 88.18 |
| 174 | 372 | 88 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.51 | 88.71 | 90.28 | 85.58 | 89.18 | 88.71 | 89.03 | 88.76 | 85.85 | 86.56 | 88.08 | 89.48 | 88.73 | 86.70 | 89.20 | 88.92 | 88.25 | 89.67 | 88.45 | 89.17 | 86.87 | 86.30 | 89.09 | 87.98 | 88.41 | 88.99 |
| 175 | 372 | 88 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.59 | 88.45 | 88.69 | 87.18 | 88.47 | 85.78 | 88.67 | 88.28 | 89.53 | 87.08 | 88.37 | 90.01 | 89.43 | 88.95 | 87.24 | 89.72 | 90.02 | 88.85 | 89.29 | 89.14 | 90.14 | 89.19 | 89.76 | 86.46 | 87.91 | 90.18 |
| 180 | 372 | 88 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.04 | 87.95 | 84.91 | 85.87 | 87.63 | 87.17 | 88.71 | 86.16 | 88.32 | 89.06 | 88.17 | 87.53 | 89.17 | 88.38 | 86.94 | 89.29 | 87.94 | 89.47 | 88.53 | 87.61 | 86.97 | 86.74 | 88.80 | 85.11 | 88.39 | 85.48 |
| 181 | 372 | 88 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.84 | 88.99 | 91.58 | 89.40 | 90.58 | 89.21 | 90.77 | 90.17 | 89.95 | 90.36 | 87.72 | 88.89 | 91.68 | 90.48 | 90.19 | 90.74 | 89.32 | 89.63 | 91.07 | 89.00 | 89.01 | 88.71 | 86.39 | 87.36 | 90.13 | 88.56 |
| 182 | 372 | 88 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.52 | 88.18 | 87.08 | 89.49 | 89.65 | 88.27 | 88.47 | 88.72 | 90.79 | 87.41 | 90.02 | 90.01 | 91.16 | 88.49 | 88.24 | 89.59 | 89.49 | 86.99 | 88.80 | 88.33 | 89.47 | 87.50 | 89.45 | 87.32 | 89.88 | 89.00 |
| 183 | 372 | 88 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 90.23 | 87.53 | 88.19 | 87.20 | 87.27 | 90.01 | 85.32 | 88.23 | 86.43 | 87.86 | 87.78 | 87.66 | 88.54 | 90.13 | 87.57 | 87.95 | 89.66 | 87.04 | 91.42 | 89.40 | 87.94 | 88.41 | 91.79 | 86.20 | 87.49 | 88.06 |
| 188 | 372 | 88 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.31 | 87.88 | 90.72 | 88.03 | 86.46 | 89.15 | 87.73 | 87.13 | 89.30 | 87.83 | 90.07 | 86.74 | 90.19 | 87.22 | 86.94 | 89.48 | 89.80 | 88.69 | 89.94 | 87.96 | 87.86 | 88.57 | 86.72 | 86.78 | 86.27 | 88.22 |
| 189 | 372 | 88 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 90.75 | 90.47 | 88.33 | 90.35 | 89.01 | 85.43 | 89.04 | 89.82 | 90.64 | 89.88 | 90.02 | 89.69 | 90.59 | 91.28 | 88.16 | 90.75 | 88.81 | 87.96 | 91.45 | 90.14 | 89.54 | 88.36 | 90.57 | 86.96 | 88.80 | 88.38 |
| 190 | 372 | 88 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.79 | 88.56 | 90.10 | 88.60 | 91.93 | 90.06 | 89.84 | 88.68 | 88.60 | 87.25 | 90.27 | 89.59 | 88.97 | 89.81 | 88.33 | 88.55 | 89.36 | 88.54 | 89.86 | 90.73 | 91.58 | 88.78 | 90.93 | 86.55 | 88.98 | 88.41 |
| 191 | 372 | 88 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.00 | 87.68 | 88.38 | 89.89 | 89.30 | 89.29 | 91.13 | 89.89 | 89.51 | 90.51 | 90.15 | 88.99 | 89.26 | 90.64 | 88.47 | 89.94 | 89.93 | 92.04 | 88.09 | 88.99 | 89.36 | 88.27 | 88.46 | 86.68 | 90.67 | 88.61 |
| 196 | 372 | 88 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 85.62 | 88.44 | 88.03 | 85.96 | 86.27 | 87.15 | 86.86 | 89.42 | 89.95 | 88.74 | 86.67 | 89.53 | 87.82 | 86.90 | 87.05 | 87.08 | 90.09 | 89.05 | 88.11 | 87.61 | 88.57 | 87.09 | 89.13 | 89.71 | 87.12 | 87.56 |
| 197 | 372 | 88 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 87.06 | 89.82 | 88.47 | 87.33 | 87.28 | 87.95 | 89.32 | 87.82 | 87.30 | 87.96 | 89.50 | 89.31 | 90.01 | 89.09 | 86.84 | 89.30 | 87.89 | 90.39 | 91.11 | 86.69 | 89.64 | 86.56 | 88.74 | 87.30 | 88.45 | 86.84 |
| 198 | 372 | 88 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.45 | 87.12 | 89.67 | 87.35 | 88.62 | 86.69 | 90.30 | 88.88 | 87.65 | 89.28 | 89.42 | 88.92 | 88.28 | 89.24 | 88.08 | 89.66 | 86.53 | 87.22 | 90.29 | 90.41 | 90.55 | 89.66 | 89.92 | 89.14 | 89.20 | 87.12 |
| 199 | 372 | 88 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.39 | 86.94 | 89.99 | 87.28 | 89.12 | 88.56 | 87.33 | 89.31 | 88.58 | 90.69 | 89.68 | 86.13 | 89.16 | 88.57 | 86.42 | 89.43 | 89.24 | 89.16 | 89.33 | 87.82 | 89.32 | 88.21 | 88.97 | 86.98 | 89.31 | 88.76 |
| 204 | 372 | 88 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 91.40 | 87.66 | 87.75 | 85.85 | 88.05 | 87.26 | 88.39 | 86.72 | 86.72 | 90.03 | 89.01 | 88.88 | 88.60 | 89.58 | 89.43 | 91.62 | 89.76 | 85.98 | 88.96 | 89.23 | 86.52 | 87.79 | 85.85 | 87.22 | 88.22 | 87.31 |
| 205 | 372 | 88 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.40 | 90.41 | 87.80 | 89.28 | 86.97 | 86.93 | 90.38 | 87.92 | 88.89 | 90.10 | 89.85 | 89.29 | 92.25 | 90.17 | 88.53 | 89.09 | 89.11 | 92.53 | 89.64 | 89.67 | 87.65 | 88.25 | 91.21 | 89.64 | 90.20 | 88.33 |
| 206 | 372 | 88 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.36 | 89.63 | 90.57 | 87.45 | 91.09 | 88.39 | 90.29 | 89.18 | 89.13 | 89.48 | 91.77 | 90.99 | 91.84 | 90.72 | 88.53 | 91.34 | 88.80 | 87.94 | 90.20 | 89.73 | 91.15 | 89.36 | 90.31 | 88.67 | 88.98 | 88.05 |
| 207 | 372 | 88 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.65 | 89.28 | 89.53 | 90.10 | 88.79 | 86.87 | 86.80 | 87.50 | 88.96 | 88.73 | 87.72 | 88.26 | 91.30 | 91.20 | 89.20 | 88.42 | 89.25 | 87.97 | 87.69 | 88.94 | 88.87 | 90.23 | 89.97 | 86.90 | 87.04 | 86.85 |
| 212 | 372 | 88 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 86.62 | 89.18 | 89.73 | 86.53 | 88.55 | 86.92 | 87.79 | 88.63 | 90.44 | 89.01 | 89.97 | 87.94 | 89.63 | 88.19 | 87.52 | 87.89 | 88.45 | 89.54 | 89.32 | 88.63 | 89.08 | 87.11 | 89.52 | 86.29 | 89.51 | 87.26 |
| 213 | 372 | 88 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.22 | 88.64 | 88.44 | 88.35 | 88.53 | 89.81 | 89.82 | 88.85 | 89.79 | 90.11 | 87.60 | 91.41 | 90.37 | 89.40 | 87.93 | 91.03 | 89.93 | 89.94 | 90.51 | 88.94 | 89.06 | 88.65 | 91.11 | 89.19 | 88.47 | 87.53 |
| 214 | 372 | 88 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 91.28 | 91.96 | 89.46 | 88.89 | 86.94 | 87.81 | 89.93 | 88.49 | 89.84 | 88.03 | 89.98 | 86.68 | 90.84 | 88.68 | 87.32 | 87.99 | 88.62 | 88.54 | 90.92 | 87.03 | 87.13 | 88.17 | 89.83 | 88.74 | 89.83 | 88.38 |
| 215 | 372 | 88 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 90.21 | 87.45 | 89.51 | 89.44 | 89.00 | 88.97 | 89.92 | 90.28 | 90.76 | 90.06 | 89.10 | 88.83 | 89.54 | 89.31 | 89.20 | 89.87 | 90.24 | 85.74 | 89.92 | 90.15 | 89.06 | 87.57 | 89.46 | 86.37 | 86.57 | 87.83 |
| 220 | 372 | 88 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 85.47 | 88.54 | 87.13 | 88.12 | 87.55 | 86.38 | 87.26 | 89.59 | 88.62 | 88.91 | 88.22 | 87.14 | 86.38 | 88.80 | 86.81 | 89.16 | 88.16 | 87.42 | 88.96 | 87.82 | 87.56 | 86.77 | 87.09 | 86.05 | 86.92 | 84.82 |
| 221 | 372 | 88 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.16 | 85.44 | 86.90 | 84.41 | 86.74 | 90.53 | 86.84 | 86.33 | 88.58 | 88.22 | 89.44 | 86.78 | 90.36 | 84.49 | 86.68 | 88.62 | 85.88 | 88.43 | 89.28 | 88.44 | 88.72 | 88.41 | 87.50 | 86.77 | 87.63 | 87.28 |
| 222 | 372 | 88 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.49 | 87.30 | 86.87 | 87.65 | 88.24 | 85.46 | 88.19 | 88.20 | 86.81 | 88.53 | 88.59 | 87.27 | 88.66 | 88.31 | 87.18 | 88.43 | 88.18 | 88.76 | 88.85 | 88.44 | 86.09 | 88.42 | 89.73 | 89.03 | 87.73 | 88.53 |
| 223 | 372 | 88 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 85.92 | 88.29 | 87.82 | 87.18 | 88.02 | 89.28 | 86.18 | 88.18 | 88.78 | 85.56 | 88.47 | 86.33 | 86.12 | 88.80 | 88.28 | 84.75 | 88.70 | 87.90 | 89.98 | 88.54 | 86.54 | 87.89 | 89.19 | 85.72 | 89.05 | 87.13 |
| 228 | 372 | 88 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.56 | 82.03 | 86.15 | 86.16 | 87.13 | 86.62 | 90.09 | 89.98 | 86.29 | 88.93 | 87.24 | 88.43 | 89.31 | 86.92 | 88.85 | 88.08 | 85.88 | 88.11 | 89.74 | 88.83 | 85.76 | 88.09 | 87.10 | 89.30 | 87.93 | 85.68 |
| 229 | 372 | 88 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.03 | 88.00 | 89.07 | 87.86 | 88.12 | 88.29 | 90.52 | 89.31 | 91.77 | 87.80 | 89.09 | 88.81 | 89.53 | 89.69 | 88.68 | 89.69 | 89.03 | 88.73 | 88.49 | 87.78 | 90.23 | 89.21 | 91.40 | 86.88 | 89.93 | 86.50 |
| 230 | 372 | 88 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.09 | 89.90 | 88.59 | 87.10 | 88.98 | 87.37 | 89.50 | 88.56 | 89.83 | 89.24 | 90.20 | 86.99 | 89.62 | 88.39 | 89.66 | 87.07 | 90.31 | 88.77 | 89.63 | 89.17 | 89.76 | 88.44 | 85.72 | 87.90 | 86.48 | 87.95 |
| 231 | 372 | 88 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.20 | 89.66 | 88.55 | 89.36 | 90.30 | 88.18 | 89.95 | 88.51 | 90.26 | 88.23 | 89.38 | 88.63 | 90.97 | 91.53 | 88.94 | 89.44 | 89.07 | 89.33 | 91.30 | 89.22 | 86.32 | 87.98 | 91.09 | 91.92 | 87.75 | 88.13 |
| 236 | 372 | 88 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.21 | 88.81 | 87.06 | 84.33 | 88.22 | 86.97 | 87.21 | 88.13 | 89.05 | 88.39 | 87.11 | 86.31 | 85.70 | 86.66 | 88.63 | 87.36 | 87.11 | 86.02 | 87.47 | 89.04 | 85.89 | 85.05 | 87.89 | 87.01 | 88.04 | 87.38 |
| 237 | 372 | 88 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.12 | 88.70 | 87.79 | 88.95 | 89.85 | 88.71 | 88.61 | 87.08 | 88.79 | 89.43 | 89.72 | 89.50 | 89.89 | 90.90 | 88.46 | 90.97 | 89.09 | 87.57 | 90.87 | 88.51 | 87.01 | 88.97 | 89.68 | 89.92 | 87.97 | 87.66 |
| 238 | 372 | 88 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.43 | 88.32 | 87.33 | 88.02 | 86.79 | 88.13 | 86.88 | 90.34 | 88.55 | 90.56 | 88.95 | 88.74 | 88.37 | 88.74 | 89.04 | 89.04 | 91.60 | 87.83 | 89.16 | 88.77 | 89.42 | 86.88 | 87.73 | 86.60 | 87.05 | 87.90 |
| 239 | 372 | 88 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.98 | 86.14 | 89.30 | 87.28 | 90.06 | 88.43 | 90.57 | 89.88 | 88.19 | 89.95 | 88.62 | 88.65 | 89.49 | 88.80 | 88.51 | 89.80 | 88.35 | 91.28 | 90.42 | 91.48 | 89.84 | 88.54 | 89.86 | 89.04 | 87.65 | 87.67 |
| 244 | 372 | 88 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 85.18 | 88.56 | 85.65 | 86.33 | 87.53 | 87.91 | 87.70 | 88.70 | 84.83 | 87.26 | 87.64 | 88.74 | 87.23 | 86.91 | 87.19 | 86.79 | 86.42 | 88.41 | 86.45 | 87.35 | 83.22 | 85.13 | 89.07 | 85.86 | 87.09 | 84.62 |
| 245 | 372 | 88 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 91.12 | 88.21 | 89.22 | 87.49 | 87.26 | 87.04 | 89.17 | 87.84 | 87.00 | 88.23 | 89.44 | 90.16 | 89.30 | 90.12 | 87.24 | 90.41 | 88.16 | 88.66 | 90.12 | 90.31 | 88.91 | 89.28 | 89.06 | 88.01 | 90.30 | 89.19 |
| 246 | 372 | 88 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.93 | 89.23 | 90.70 | 87.49 | 88.43 | 89.21 | 88.83 | 87.80 | 90.25 | 88.01 | 90.68 | 88.97 | 91.55 | 88.14 | 89.13 | 88.28 | 89.48 | 87.17 | 88.15 | 88.43 | 88.27 | 87.52 | 87.30 | 87.88 | 87.77 | 85.47 |
| 247 | 372 | 88 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.72 | 88.65 | 86.59 | 90.05 | 88.14 | 87.96 | 87.72 | 88.85 | 89.86 | 89.56 | 86.42 | 89.23 | 86.89 | 89.80 | 88.34 | 89.65 | 87.15 | 87.50 | 88.54 | 87.98 | 89.69 | 88.57 | 87.80 | 86.72 | 89.34 | 87.03 |
| 252 | 372 | 88 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 90.12 | 87.07 | 85.92 | 87.49 | 88.31 | 87.55 | 87.76 | 87.51 | 88.10 | 86.08 | 89.94 | 88.70 | 89.94 | 88.76 | 87.25 | 89.67 | 89.17 | 88.57 | 89.80 | 89.43 | 87.68 | 86.03 | 86.85 | 84.86 | 86.29 | 87.89 |
| 253 | 372 | 88 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.01 | 89.83 | 88.68 | 88.40 | 90.02 | 86.52 | 88.75 | 89.77 | 89.49 | 89.59 | 89.03 | 87.95 | 89.97 | 87.99 | 86.20 | 89.64 | 88.78 | 89.98 | 89.88 | 90.51 | 88.42 | 88.69 | 90.23 | 88.20 | 88.02 | 87.24 |
| 254 | 372 | 88 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 90.67 | 87.99 | 86.75 | 88.75 | 87.60 | 88.33 | 89.16 | 89.28 | 90.98 | 89.00 | 87.29 | 91.54 | 90.95 | 89.08 | 88.77 | 90.89 | 88.62 | 88.09 | 89.07 | 90.04 | 90.32 | 87.90 | 87.03 | 85.97 | 89.42 | 85.82 |
| 255 | 372 | 88 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.47 | 88.74 | 87.62 | 85.65 | 89.02 | 87.74 | 88.87 | 88.89 | 86.46 | 91.42 | 90.08 | 87.75 | 89.80 | 88.44 | 88.40 | 88.24 | 87.46 | 86.62 | 89.44 | 88.68 | 87.14 | 86.30 | 91.07 | 86.22 | 89.49 | 88.46 |
| 260 | 372 | 88 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 86.86 | 89.95 | 89.39 | 86.83 | 89.04 | 87.79 | 88.46 | 90.06 | 89.23 | 87.65 | 87.88 | 84.14 | 89.50 | 90.23 | 87.06 | 87.73 | 89.92 | 89.45 | 89.82 | 88.15 | 89.91 | 87.81 | 88.62 | 87.06 | 86.83 | 85.39 |
| 261 | 372 | 88 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.39 | 89.70 | 88.94 | 88.31 | 87.94 | 85.96 | 86.98 | 88.30 | 90.60 | 90.55 | 89.60 | 87.98 | 90.01 | 87.98 | 89.36 | 90.77 | 89.75 | 90.85 | 91.07 | 87.49 | 88.46 | 90.56 | 87.86 | 88.32 | 88.69 | 88.45 |
| 262 | 372 | 88 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.56 | 89.66 | 90.98 | 86.54 | 88.25 | 87.50 | 89.75 | 90.10 | 90.51 | 90.47 | 89.90 | 89.44 | 88.52 | 89.24 | 87.00 | 91.22 | 90.54 | 90.87 | 90.03 | 90.98 | 89.50 | 88.15 | 91.31 | 88.21 | 87.57 | 88.26 |
| 263 | 372 | 88 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 91.21 | 88.40 | 90.18 | 87.06 | 90.95 | 87.79 | 89.86 | 91.59 | 90.91 | 89.64 | 89.75 | 87.98 | 90.96 | 89.43 | 88.54 | 89.37 | 88.91 | 88.36 | 89.39 | 89.95 | 91.86 | 88.56 | 87.57 | 87.03 | 85.81 | 89.53 |
| 268 | 372 | 88 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 88.47 | 86.89 | 90.16 | 86.31 | 87.11 | 85.72 | 84.42 | 88.34 | 87.35 | 87.10 | 89.22 | 85.52 | 87.71 | 87.85 | 86.98 | 87.02 | 86.54 | 86.89 | 88.35 | 86.85 | 88.04 | 83.53 | 86.20 | 87.11 | 86.38 | 86.19 |
| 269 | 372 | 88 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.07 | 89.56 | 88.50 | 85.55 | 88.70 | 86.88 | 85.90 | 88.68 | 86.31 | 89.09 | 88.22 | 88.39 | 85.77 | 88.93 | 88.32 | 88.05 | 89.02 | 88.28 | 91.10 | 87.73 | 89.46 | 87.53 | 88.78 | 87.87 | 89.57 | 87.35 |
| 270 | 372 | 88 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.81 | 88.60 | 88.28 | 87.41 | 87.37 | 86.75 | 89.95 | 89.41 | 84.43 | 83.76 | 87.37 | 88.62 | 89.11 | 85.87 | 83.15 | 86.23 | 86.63 | 88.11 | 90.30 | 86.26 | 87.30 | 86.94 | 88.36 | 86.60 | 85.83 | 83.55 |
| 271 | 372 | 88 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.46 | 88.16 | 90.39 | 89.00 | 87.73 | 87.37 | 89.29 | 90.12 | 87.60 | 88.77 | 89.22 | 88.67 | 92.04 | 89.86 | 89.38 | 88.81 | 89.61 | 90.16 | 89.63 | 88.20 | 90.49 | 88.13 | 90.28 | 89.63 | 89.48 | 87.20 |
| 276 | 372 | 88 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.74 | 85.95 | 90.28 | 89.39 | 88.46 | 88.72 | 89.38 | 88.92 | 89.35 | 89.75 | 87.34 | 86.25 | 90.48 | 89.37 | 88.78 | 87.32 | 89.68 | 88.19 | 89.06 | 89.47 | 88.29 | 87.16 | 88.42 | 89.66 | 86.29 | 87.28 |
| 277 | 372 | 88 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.55 | 88.55 | 92.36 | 87.83 | 88.60 | 87.85 | 88.21 | 88.42 | 88.36 | 89.82 | 90.38 | 89.72 | 90.30 | 91.73 | 87.97 | 89.65 | 88.12 | 87.76 | 90.30 | 90.23 | 89.16 | 90.21 | 90.82 | 88.82 | 90.21 | 89.61 |
| 278 | 372 | 88 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.38 | 88.78 | 89.00 | 88.69 | 89.21 | 89.51 | 88.86 | 88.53 | 88.16 | 87.06 | 88.03 | 87.93 | 88.64 | 90.97 | 87.44 | 90.90 | 90.00 | 90.48 | 90.99 | 89.66 | 90.24 | 89.03 | 87.89 | 90.14 | 89.75 | 89.01 |
| 279 | 372 | 88 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 86.93 | 88.83 | 89.02 | 85.14 | 88.39 | 88.52 | 89.43 | 88.37 | 88.04 | 90.57 | 89.07 | 88.92 | 88.76 | 88.26 | 85.90 | 91.82 | 89.74 | 89.97 | 88.92 | 88.42 | 92.35 | 87.86 | 92.03 | 87.79 | 88.48 | 87.93 |
| 284 | 372 | 88 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 90.16 | 88.25 | 88.08 | 87.99 | 88.56 | 87.73 | 88.26 | 87.79 | 88.88 | 90.55 | 87.28 | 90.31 | 89.90 | 88.87 | 88.66 | 90.42 | 88.35 | 89.60 | 88.01 | 88.48 | 90.24 | 87.13 | 90.92 | 88.40 | 86.03 | 87.88 |
| 285 | 372 | 88 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 90.54 | 91.54 | 90.28 | 88.21 | 90.19 | 88.48 | 92.09 | 91.08 | 90.42 | 90.60 | 88.97 | 88.13 | 89.77 | 91.87 | 90.43 | 90.32 | 90.90 | 90.98 | 91.05 | 90.81 | 90.85 | 89.89 | 89.46 | 88.92 | 91.79 | 88.75 |
| 286 | 372 | 88 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.09 | 90.80 | 88.33 | 89.92 | 90.88 | 85.57 | 88.81 | 90.19 | 89.75 | 90.36 | 90.55 | 87.44 | 90.16 | 90.30 | 87.57 | 89.38 | 91.52 | 89.76 | 87.40 | 89.26 | 90.55 | 89.92 | 89.48 | 87.34 | 89.66 | 87.36 |
| 287 | 372 | 88 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 90.44 | 90.40 | 89.88 | 88.18 | 89.87 | 89.95 | 88.63 | 87.20 | 90.63 | 90.04 | 91.10 | 87.66 | 90.72 | 89.20 | 89.16 | 89.87 | 88.45 | 90.72 | 89.36 | 89.32 | 87.29 | 88.59 | 89.34 | 88.75 | 89.49 | 87.34 |
| 292 | 372 | 88 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.55 | 87.75 | 88.12 | 86.74 | 87.08 | 88.74 | 89.87 | 89.92 | 88.80 | 89.01 | 90.07 | 87.97 | 87.50 | 88.62 | 87.52 | 88.78 | 90.14 | 89.52 | 89.74 | 88.75 | 89.68 | 86.78 | 89.37 | 87.57 | 90.54 | 87.27 |
| 293 | 372 | 88 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.96 | 88.38 | 88.29 | 88.44 | 88.40 | 87.62 | 88.67 | 88.65 | 89.21 | 89.66 | 88.55 | 88.57 | 88.54 | 89.18 | 88.05 | 89.84 | 89.69 | 89.93 | 89.35 | 88.88 | 89.24 | 88.18 | 92.09 | 86.66 | 88.84 | 86.63 |
| 294 | 372 | 88 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.57 | 89.84 | 88.63 | 88.22 | 87.39 | 88.54 | 88.72 | 87.11 | 89.97 | 88.96 | 89.87 | 88.56 | 88.50 | 87.72 | 89.87 | 90.42 | 90.65 | 89.82 | 89.32 | 86.52 | 89.94 | 88.81 | 91.34 | 87.51 | 88.24 | 87.74 |
| 295 | 372 | 88 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.07 | 86.54 | 88.37 | 87.56 | 87.38 | 88.18 | 90.19 | 88.72 | 88.72 | 89.94 | 86.18 | 87.42 | 90.60 | 90.66 | 86.85 | 91.01 | 90.48 | 88.84 | 89.84 | 89.32 | 91.29 | 88.40 | 87.88 | 89.14 | 88.42 | 87.93 |
| 300 | 372 | 88 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.06 | 87.74 | 90.59 | 89.04 | 88.52 | 88.86 | 90.77 | 89.40 | 89.80 | 90.29 | 90.56 | 86.03 | 88.33 | 90.95 | 89.14 | 89.89 | 90.07 | 88.62 | 89.78 | 89.32 | 87.46 | 88.35 | 89.06 | 88.47 | 87.97 | 87.99 |
| 301 | 372 | 88 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.38 | 88.66 | 89.33 | 89.30 | 89.21 | 89.90 | 88.26 | 88.78 | 89.92 | 89.44 | 89.84 | 88.06 | 86.72 | 90.01 | 88.71 | 91.67 | 90.12 | 89.57 | 91.12 | 89.99 | 90.33 | 88.91 | 91.30 | 89.62 | 89.39 | 89.93 |
| 302 | 372 | 88 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 90.39 | 88.99 | 89.54 | 88.46 | 89.50 | 87.30 | 88.72 | 89.25 | 89.57 | 87.44 | 91.18 | 87.65 | 88.76 | 89.81 | 88.69 | 89.52 | 89.63 | 89.71 | 88.91 | 89.81 | 88.80 | 87.69 | 91.91 | 88.25 | 90.19 | 89.19 |
| 303 | 372 | 88 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.83 | 90.23 | 88.69 | 87.82 | 89.26 | 88.47 | 88.58 | 87.15 | 88.08 | 88.73 | 90.07 | 87.66 | 89.60 | 84.98 | 89.00 | 90.23 | 88.47 | 90.19 | 88.61 | 89.70 | 89.37 | 87.90 | 91.03 | 88.38 | 88.77 | 89.34 |
| 308 | 372 | 88 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.79 | 90.56 | 89.93 | 90.25 | 89.50 | 89.26 | 88.22 | 89.09 | 88.33 | 91.07 | 89.58 | 89.18 | 88.12 | 90.25 | 89.77 | 89.85 | 89.36 | 90.87 | 89.33 | 90.23 | 88.92 | 88.22 | 89.27 | 88.97 | 89.25 | 90.58 |
| 309 | 372 | 88 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.32 | 87.56 | 90.10 | 88.72 | 87.82 | 89.82 | 88.93 | 87.99 | 89.57 | 88.91 | 91.25 | 88.57 | 87.61 | 90.65 | 88.51 | 90.50 | 89.65 | 90.13 | 89.21 | 88.80 | 88.97 | 90.45 | 90.76 | 89.17 | 87.86 | 88.21 |
| 310 | 372 | 88 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.34 | 87.84 | 89.67 | 88.36 | 89.24 | 89.59 | 89.47 | 89.30 | 89.34 | 89.91 | 90.10 | 88.35 | 89.74 | 90.22 | 86.82 | 90.64 | 89.30 | 88.37 | 90.96 | 88.67 | 89.77 | 87.96 | 88.82 | 90.70 | 89.98 | 88.59 |
| 311 | 372 | 88 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.79 | 88.92 | 89.31 | 88.71 | 88.50 | 89.92 | 89.79 | 88.80 | 90.09 | 90.26 | 89.72 | 88.87 | 88.47 | 86.70 | 89.80 | 88.29 | 89.67 | 88.28 | 90.78 | 88.96 | 89.48 | 87.81 | 90.71 | 88.16 | 88.91 | 90.47 |
| 316 | 372 | 88 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.88 | 88.71 | 89.12 | 88.13 | 87.33 | 88.87 | 88.90 | 86.58 | 88.28 | 89.37 | 86.27 | 86.54 | 89.89 | 89.75 | 87.45 | 89.32 | 88.97 | 90.40 | 88.31 | 88.76 | 88.52 | 87.44 | 89.01 | 88.13 | 88.38 | 86.66 |
| 317 | 372 | 88 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.66 | 89.24 | 87.95 | 88.47 | 88.07 | 88.25 | 90.61 | 88.49 | 88.52 | 89.83 | 90.00 | 87.33 | 89.77 | 90.03 | 88.11 | 88.98 | 88.96 | 89.42 | 89.49 | 90.88 | 89.55 | 87.90 | 88.74 | 88.59 | 88.54 | 86.87 |
| 318 | 372 | 88 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.79 | 87.99 | 87.81 | 88.24 | 89.75 | 88.13 | 87.17 | 89.19 | 88.06 | 89.05 | 88.70 | 89.91 | 88.37 | 89.65 | 86.40 | 88.97 | 89.01 | 91.04 | 90.24 | 87.78 | 89.10 | 87.99 | 89.67 | 86.08 | 88.38 | 87.62 |
| 319 | 372 | 88 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.06 | 89.89 | 89.27 | 87.31 | 88.42 | 86.77 | 88.21 | 88.52 | 88.54 | 89.12 | 90.88 | 87.70 | 89.45 | 89.14 | 88.93 | 89.03 | 89.99 | 85.74 | 89.39 | 89.56 | 88.86 | 87.07 | 87.93 | 87.96 | 89.61 | 86.15 |
| 324 | 372 | 88 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.38 | 90.06 | 90.03 | 88.48 | 86.97 | 88.49 | 89.02 | 84.70 | 89.01 | 88.78 | 89.73 | 87.40 | 88.13 | 89.94 | 86.62 | 89.58 | 88.90 | 89.72 | 89.41 | 87.89 | 88.23 | 87.72 | 89.49 | 88.85 | 87.41 | 88.55 |
| 325 | 372 | 88 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.95 | 89.79 | 90.82 | 87.57 | 89.64 | 89.44 | 89.65 | 88.95 | 89.35 | 90.09 | 88.23 | 87.53 | 89.56 | 90.68 | 87.73 | 89.60 | 89.29 | 89.10 | 90.25 | 89.10 | 88.97 | 89.01 | 89.99 | 88.63 | 87.52 | 88.38 |
| 326 | 372 | 88 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.22 | 87.31 | 88.87 | 88.62 | 88.13 | 86.06 | 89.12 | 89.93 | 89.83 | 88.37 | 88.14 | 88.43 | 86.66 | 89.03 | 87.52 | 89.28 | 88.08 | 89.07 | 91.29 | 90.34 | 89.77 | 90.11 | 91.79 | 87.78 | 89.04 | 87.13 |
| 327 | 372 | 88 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.18 | 88.64 | 90.94 | 90.06 | 88.94 | 89.38 | 90.36 | 87.84 | 87.86 | 87.58 | 89.93 | 88.32 | 88.00 | 90.18 | 85.89 | 89.82 | 89.43 | 89.14 | 90.69 | 88.60 | 89.46 | 87.87 | 89.46 | 88.74 | 87.09 | 87.77 |
| 332 | 372 | 88 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.30 | 90.24 | 89.84 | 88.79 | 88.03 | 88.32 | 87.84 | 87.37 | 89.08 | 88.90 | 88.84 | 89.88 | 88.07 | 88.76 | 87.37 | 90.44 | 89.28 | 90.12 | 90.40 | 88.38 | 89.79 | 89.96 | 90.80 | 88.34 | 88.20 | 88.23 |
| 333 | 372 | 88 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.48 | 88.59 | 89.73 | 89.03 | 87.86 | 88.09 | 88.48 | 89.43 | 88.87 | 90.67 | 89.74 | 88.14 | 90.48 | 91.13 | 88.83 | 90.88 | 91.84 | 90.47 | 90.93 | 89.76 | 90.20 | 87.56 | 90.55 | 89.11 | 87.84 | 87.54 |
| 334 | 372 | 88 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.70 | 88.35 | 88.35 | 88.81 | 88.96 | 88.96 | 88.72 | 88.78 | 90.96 | 90.09 | 90.41 | 89.31 | 89.33 | 91.54 | 88.47 | 88.91 | 91.95 | 89.66 | 90.09 | 90.42 | 89.28 | 88.11 | 90.18 | 88.23 | 89.44 | 89.28 |
| 335 | 372 | 88 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.47 | 88.53 | 89.93 | 89.95 | 88.89 | 88.04 | 89.20 | 89.68 | 89.77 | 90.76 | 90.23 | 88.57 | 88.88 | 89.35 | 89.45 | 91.89 | 87.80 | 88.05 | 89.97 | 90.42 | 89.71 | 87.92 | 89.01 | 88.28 | 90.33 | 89.02 |
| 340 | 372 | 88 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.01 | 88.97 | 88.29 | 88.82 | 89.61 | 87.66 | 87.58 | 88.48 | 88.35 | 88.57 | 89.78 | 88.54 | 88.52 | 88.93 | 88.78 | 90.06 | 88.76 | 89.75 | 89.29 | 88.65 | 89.02 | 88.29 | 90.89 | 88.16 | 88.41 | 86.49 |
| 341 | 372 | 88 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 87.44 | 88.49 | 88.99 | 88.65 | 86.47 | 87.03 | 88.29 | 87.67 | 88.15 | 88.95 | 90.03 | 88.70 | 89.01 | 88.37 | 88.82 | 88.57 | 89.16 | 88.37 | 90.14 | 88.52 | 88.05 | 87.79 | 89.01 | 86.38 | 84.97 | 86.94 |
| 342 | 372 | 88 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 85.44 | 85.68 | 90.14 | 87.10 | 88.38 | 89.89 | 88.41 | 88.17 | 88.69 | 87.20 | 88.96 | 84.76 | 87.66 | 88.43 | 87.66 | 90.04 | 88.57 | 89.74 | 91.91 | 88.97 | 86.95 | 85.95 | 89.31 | 88.25 | 87.35 | 86.69 |
| 343 | 372 | 88 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.03 | 87.60 | 90.26 | 87.43 | 87.65 | 88.91 | 89.54 | 88.54 | 88.81 | 87.57 | 88.83 | 87.52 | 88.39 | 89.92 | 89.32 | 87.83 | 90.41 | 89.53 | 89.25 | 90.07 | 87.54 | 86.71 | 89.07 | 86.27 | 86.16 | 86.53 |
| 348 | 372 | 88 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 89.24 | 89.28 | 90.26 | 88.29 | 88.46 | 89.82 | 87.75 | 89.02 | 89.20 | 88.70 | 90.99 | 89.57 | 88.80 | 90.11 | 88.67 | 89.03 | 88.93 | 90.31 | 90.41 | 87.88 | 89.16 | 86.51 | 90.53 | 89.37 | 88.36 | 87.64 |
| 349 | 372 | 88 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.25 | 86.75 | 86.96 | 88.43 | 88.18 | 87.18 | 89.43 | 89.33 | 89.13 | 89.82 | 89.12 | 88.03 | 90.42 | 90.71 | 86.86 | 90.90 | 88.11 | 89.82 | 88.72 | 89.64 | 88.23 | 87.48 | 89.94 | 88.50 | 89.90 | 88.51 |
| 350 | 372 | 88 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.28 | 88.76 | 88.71 | 88.83 | 89.45 | 88.48 | 86.91 | 86.79 | 90.91 | 91.06 | 91.42 | 87.30 | 89.69 | 89.09 | 87.22 | 90.69 | 89.62 | 90.68 | 89.66 | 89.41 | 88.48 | 87.55 | 89.39 | 88.96 | 89.98 | 89.24 |
| 351 | 372 | 88 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.48 | 89.34 | 88.59 | 87.52 | 88.45 | 88.62 | 90.19 | 90.94 | 88.91 | 89.64 | 89.95 | 89.86 | 88.89 | 88.65 | 87.65 | 88.19 | 91.07 | 88.20 | 91.42 | 88.53 | 89.52 | 87.49 | 89.20 | 89.24 | 88.99 | 89.25 |
| 356 | 372 | 88 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.99 | 87.98 | 89.35 | 87.62 | 87.03 | 89.91 | 89.73 | 89.65 | 89.59 | 88.89 | 90.08 | 86.73 | 90.74 | 90.43 | 86.93 | 91.42 | 88.92 | 90.27 | 89.70 | 87.91 | 89.18 | 89.39 | 90.58 | 89.17 | 88.39 | 89.62 |
| 357 | 372 | 88 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.97 | 87.90 | 90.27 | 88.87 | 89.40 | 89.95 | 88.98 | 89.73 | 90.40 | 88.81 | 90.76 | 90.51 | 89.27 | 90.29 | 88.40 | 90.11 | 89.55 | 90.06 | 90.15 | 89.39 | 89.88 | 88.89 | 91.75 | 89.21 | 89.71 | 88.81 |
| 358 | 372 | 88 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.78 | 87.94 | 89.90 | 89.64 | 89.36 | 88.44 | 89.80 | 89.15 | 90.28 | 89.28 | 90.01 | 87.70 | 91.17 | 90.92 | 86.08 | 88.53 | 89.54 | 87.92 | 89.94 | 87.61 | 86.70 | 86.87 | 90.73 | 88.65 | 87.75 | 89.50 |
| 359 | 372 | 88 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.11 | 88.57 | 90.93 | 87.52 | 90.57 | 89.80 | 88.11 | 89.89 | 90.56 | 88.90 | 91.16 | 90.79 | 90.75 | 89.93 | 87.78 | 90.12 | 87.24 | 90.01 | 90.85 | 88.22 | 89.58 | 88.55 | 90.61 | 89.62 | 90.35 | 88.27 |
| 364 | 372 | 88 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.43 | 86.18 | 87.57 | 90.43 | 85.58 | 89.23 | 90.19 | 89.96 | 87.93 | 87.74 | 88.47 | 86.71 | 89.82 | 90.27 | 88.48 | 88.38 | 88.30 | 88.44 | 90.07 | 88.89 | 89.32 | 88.30 | 88.72 | 87.35 | 89.09 | 85.25 |
| 365 | 372 | 88 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.11 | 88.37 | 90.25 | 88.73 | 89.41 | 87.53 | 89.48 | 87.83 | 89.86 | 88.55 | 89.61 | 89.64 | 89.16 | 89.07 | 85.67 | 91.11 | 88.26 | 89.57 | 89.70 | 88.63 | 87.81 | 88.15 | 88.16 | 88.47 | 85.69 | 87.50 |
| 366 | 372 | 88 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.41 | 87.79 | 90.61 | 89.24 | 87.97 | 87.53 | 89.39 | 87.68 | 89.79 | 91.91 | 88.84 | 86.90 | 87.41 | 89.02 | 89.21 | 88.20 | 88.37 | 88.41 | 90.53 | 88.80 | 89.69 | 88.72 | 90.67 | 88.83 | 88.52 | 87.70 |
| 367 | 372 | 88 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.13 | 88.28 | 87.69 | 86.75 | 87.87 | 87.61 | 89.46 | 89.51 | 89.91 | 89.28 | 85.59 | 87.81 | 91.20 | 88.58 | 87.52 | 88.63 | 88.99 | 88.81 | 88.88 | 88.98 | 89.23 | 86.49 | 90.36 | 89.09 | 88.28 | 87.52 |
| 372 | 372 | 88 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.38 | 87.80 | 88.50 | 88.47 | 90.41 | 88.30 | 88.87 | 88.15 | 88.04 | 89.89 | 90.81 | 88.74 | 90.40 | 91.23 | 87.96 | 90.24 | 89.74 | 88.80 | 90.08 | 88.69 | 88.48 | 88.15 | 91.39 | 87.70 | 88.14 | 88.47 |
| 373 | 372 | 88 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.25 | 89.68 | 89.50 | 88.57 | 89.14 | 86.16 | 90.37 | 89.00 | 89.45 | 88.88 | 90.13 | 86.33 | 88.79 | 89.10 | 88.03 | 90.23 | 88.79 | 90.35 | 90.59 | 88.80 | 89.97 | 87.97 | 91.46 | 88.76 | 88.72 | 88.43 |
| 374 | 372 | 88 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.96 | 89.85 | 89.54 | 87.64 | 90.34 | 88.96 | 89.86 | 87.97 | 88.47 | 89.65 | 89.63 | 88.72 | 87.98 | 89.15 | 87.22 | 91.50 | 90.18 | 90.46 | 91.13 | 89.80 | 89.06 | 87.37 | 91.05 | 89.06 | 89.82 | 89.26 |
| 375 | 372 | 88 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.94 | 88.65 | 90.09 | 89.04 | 89.86 | 88.84 | 88.79 | 89.43 | 88.95 | 89.91 | 89.87 | 86.51 | 88.72 | 90.75 | 88.69 | 90.14 | 88.71 | 90.58 | 91.48 | 89.37 | 90.54 | 87.11 | 89.28 | 87.35 | 88.34 | 86.94 |
| 380 | 372 | 88 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.96 | 88.57 | 90.52 | 88.44 | 89.82 | 88.89 | 88.87 | 88.36 | 90.34 | 90.42 | 90.60 | 90.49 | 88.53 | 90.03 | 88.67 | 89.73 | 88.77 | 90.89 | 90.59 | 89.52 | 89.14 | 86.88 | 91.81 | 88.31 | 90.04 | 88.58 |
| 381 | 372 | 88 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.00 | 89.98 | 90.79 | 89.21 | 91.21 | 88.68 | 90.12 | 89.54 | 88.65 | 91.56 | 88.91 | 87.96 | 90.17 | 89.65 | 86.62 | 88.97 | 89.09 | 89.76 | 90.04 | 87.82 | 88.92 | 87.79 | 91.93 | 87.17 | 88.00 | 87.15 |
| 382 | 372 | 88 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.61 | 88.47 | 90.63 | 89.26 | 87.31 | 86.92 | 89.40 | 89.23 | 90.69 | 88.08 | 89.86 | 88.46 | 89.46 | 89.04 | 88.40 | 89.96 | 88.66 | 88.89 | 90.53 | 90.21 | 88.17 | 87.97 | 92.06 | 90.50 | 89.86 | 88.65 |
| 383 | 372 | 88 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.25 | 88.64 | 89.81 | 88.83 | 88.63 | 88.63 | 87.41 | 86.74 | 90.26 | 89.57 | 90.13 | 87.16 | 88.20 | 89.44 | 88.02 | 88.77 | 88.49 | 89.79 | 90.64 | 90.18 | 89.44 | 88.62 | 91.03 | 88.40 | 88.63 | 89.23 |
| 388 | 372 | 88 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.98 | 88.82 | 87.28 | 88.35 | 85.40 | 88.04 | 88.30 | 88.02 | 87.91 | 88.88 | 87.82 | 86.72 | 88.35 | 89.24 | 85.31 | 88.31 | 87.00 | 88.38 | 90.76 | 89.19 | 87.74 | 87.10 | 88.16 | 87.58 | 84.30 | 87.76 |
| 389 | 372 | 88 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.71 | 88.92 | 87.73 | 90.28 | 86.91 | 90.06 | 86.64 | 88.15 | 88.31 | 89.69 | 89.23 | 89.11 | 84.37 | 89.52 | 89.02 | 90.38 | 89.79 | 89.36 | 88.48 | 87.50 | 89.41 | 87.26 | 90.71 | 89.61 | 88.87 | 87.03 |
| 390 | 372 | 88 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.82 | 89.51 | 87.76 | 87.90 | 88.28 | 87.30 | 88.86 | 86.92 | 87.70 | 87.59 | 88.30 | 85.78 | 87.72 | 88.27 | 87.39 | 89.70 | 88.57 | 88.22 | 88.58 | 88.90 | 89.39 | 86.80 | 87.05 | 88.93 | 89.77 | 88.04 |
| 391 | 372 | 88 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.29 | 88.64 | 87.55 | 88.08 | 86.99 | 86.50 | 86.95 | 90.18 | 89.03 | 88.03 | 90.64 | 87.59 | 88.44 | 90.16 | 88.28 | 88.22 | 89.29 | 88.69 | 90.00 | 88.75 | 89.64 | 86.90 | 88.45 | 87.10 | 87.13 | 89.54 |
| 396 | 372 | 88 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 89.07 | 87.72 | 88.16 | 89.27 | 88.23 | 90.22 | 89.84 | 89.48 | 89.08 | 91.30 | 89.50 | 88.80 | 88.73 | 90.98 | 87.57 | 90.63 | 89.70 | 89.86 | 89.86 | 89.20 | 88.25 | 89.33 | 91.17 | 88.31 | 87.88 | 88.71 |
| 397 | 372 | 88 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.00 | 89.31 | 89.07 | 88.20 | 90.61 | 89.04 | 89.74 | 88.49 | 89.52 | 90.31 | 89.81 | 88.31 | 89.87 | 89.04 | 88.31 | 90.10 | 88.83 | 90.91 | 88.46 | 90.11 | 88.98 | 89.89 | 90.65 | 88.69 | 88.55 | 90.10 |
| 398 | 372 | 88 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.73 | 88.51 | 89.15 | 88.07 | 88.73 | 85.92 | 89.08 | 89.11 | 89.78 | 88.47 | 90.46 | 86.55 | 88.92 | 84.86 | 88.63 | 88.76 | 90.26 | 91.64 | 88.37 | 90.65 | 89.39 | 88.79 | 89.92 | 88.66 | 88.66 | 88.40 |
| 399 | 372 | 88 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 90.02 | 87.80 | 89.59 | 88.49 | 89.45 | 89.50 | 91.23 | 88.79 | 89.01 | 89.75 | 89.19 | 88.36 | 88.59 | 89.20 | 87.90 | 89.77 | 89.80 | 87.76 | 88.70 | 88.96 | 89.12 | 88.59 | 90.66 | 88.96 | 89.71 | 89.14 |
| 404 | 372 | 88 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.64 | 87.94 | 87.70 | 89.86 | 89.51 | 90.51 | 90.36 | 89.53 | 90.79 | 88.68 | 91.08 | 89.90 | 88.39 | 90.07 | 90.03 | 90.00 | 89.64 | 90.03 | 91.32 | 90.23 | 89.26 | 88.26 | 90.34 | 88.03 | 89.24 | 89.39 |
| 405 | 372 | 88 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.32 | 88.90 | 88.99 | 87.99 | 88.71 | 89.66 | 88.58 | 87.62 | 90.09 | 89.70 | 90.41 | 87.57 | 89.18 | 89.83 | 89.44 | 89.95 | 90.97 | 88.58 | 90.17 | 90.63 | 89.39 | 89.02 | 90.00 | 89.07 | 89.24 | 88.99 |
| 406 | 372 | 88 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.90 | 88.56 | 89.73 | 86.38 | 90.36 | 87.56 | 88.87 | 88.77 | 89.86 | 87.96 | 90.92 | 85.95 | 89.59 | 90.15 | 88.59 | 90.01 | 87.54 | 91.01 | 90.93 | 88.97 | 89.64 | 88.62 | 91.33 | 88.09 | 91.09 | 89.28 |
| 407 | 372 | 88 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.14 | 90.80 | 90.42 | 89.41 | 88.86 | 86.88 | 88.25 | 89.05 | 89.36 | 91.22 | 90.81 | 88.54 | 89.98 | 89.38 | 88.79 | 88.56 | 89.84 | 90.70 | 90.17 | 88.93 | 88.24 | 88.72 | 90.10 | 90.23 | 89.65 | 89.18 |
| 412 | 372 | 88 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 88.21 | 87.63 | 88.33 | 88.15 | 88.54 | 89.32 | 89.03 | 88.29 | 88.26 | 89.27 | 89.82 | 88.42 | 89.53 | 88.77 | 87.24 | 88.89 | 86.33 | 90.69 | 89.16 | 87.19 | 88.12 | 87.90 | 88.47 | 89.43 | 89.16 | 88.03 |
| 413 | 372 | 88 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 86.81 | 87.24 | 88.77 | 87.82 | 88.58 | 88.92 | 89.52 | 86.81 | 88.30 | 88.10 | 89.16 | 85.15 | 88.00 | 89.72 | 89.99 | 87.56 | 90.70 | 91.05 | 89.86 | 90.08 | 89.48 | 87.32 | 89.37 | 88.99 | 89.55 | 88.34 |
| 414 | 372 | 88 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.00 | 87.47 | 89.06 | 88.15 | 88.32 | 90.34 | 89.68 | 87.58 | 91.25 | 87.36 | 88.89 | 87.35 | 85.95 | 89.74 | 84.35 | 88.12 | 88.40 | 88.30 | 89.80 | 87.68 | 90.49 | 88.55 | 89.98 | 88.47 | 89.28 | 87.33 |
| 415 | 372 | 88 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 89.58 | 86.53 | 89.85 | 88.58 | 89.73 | 88.72 | 89.24 | 88.69 | 89.04 | 88.37 | 89.59 | 88.10 | 87.01 | 87.87 | 89.27 | 88.92 | 90.39 | 90.21 | 89.71 | 87.55 | 89.60 | 87.81 | 89.32 | 86.82 | 89.02 | 86.04 |
| 420 | 372 | 88 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.74 | 89.82 | 89.52 | 87.67 | 88.85 | 88.10 | 90.33 | 86.48 | 89.46 | 87.71 | 90.36 | 90.06 | 90.63 | 89.54 | 86.93 | 89.46 | 90.84 | 90.28 | 90.21 | 90.68 | 90.28 | 88.07 | 90.30 | 89.02 | 90.97 | 88.23 |
| 421 | 372 | 88 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.99 | 89.37 | 87.22 | 87.35 | 89.37 | 89.84 | 89.76 | 90.10 | 89.66 | 89.62 | 91.17 | 88.16 | 89.91 | 90.78 | 88.72 | 89.53 | 89.38 | 90.87 | 90.94 | 88.25 | 88.61 | 88.72 | 90.53 | 90.35 | 89.88 | 88.67 |
| 422 | 372 | 88 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.21 | 88.34 | 91.07 | 88.92 | 90.77 | 87.68 | 88.71 | 87.90 | 86.91 | 86.01 | 87.85 | 89.04 | 89.00 | 88.33 | 88.39 | 89.55 | 89.02 | 90.43 | 89.95 | 88.97 | 90.50 | 87.14 | 90.60 | 88.95 | 90.37 | 87.50 |
| 423 | 372 | 88 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 86.56 | 88.41 | 87.65 | 87.90 | 90.17 | 89.90 | 88.92 | 89.27 | 90.99 | 90.61 | 90.80 | 87.46 | 90.13 | 91.85 | 86.56 | 89.53 | 90.42 | 90.91 | 89.10 | 87.80 | 89.21 | 88.11 | 90.24 | 88.71 | 88.03 | 90.00 |
| 428 | 372 | 88 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 88.08 | 88.49 | 91.84 | 88.17 | 91.38 | 88.75 | 89.32 | 89.67 | 89.99 | 88.71 | 90.31 | 88.69 | 88.94 | 90.73 | 89.57 | 90.49 | 89.76 | 88.76 | 89.50 | 87.67 | 88.71 | 87.66 | 91.67 | 88.48 | 90.42 | 87.66 |
| 429 | 372 | 88 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.37 | 90.21 | 90.29 | 88.09 | 89.27 | 87.97 | 87.02 | 89.47 | 89.54 | 89.55 | 89.66 | 89.53 | 89.39 | 88.58 | 86.61 | 90.38 | 89.61 | 90.53 | 91.30 | 88.39 | 88.92 | 89.42 | 91.12 | 89.45 | 88.79 | 88.20 |
| 430 | 372 | 88 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.43 | 89.58 | 90.75 | 89.88 | 89.77 | 88.75 | 89.95 | 90.61 | 89.57 | 90.27 | 88.35 | 88.65 | 88.18 | 90.33 | 90.46 | 90.29 | 89.86 | 88.84 | 90.22 | 90.70 | 89.69 | 88.17 | 89.47 | 90.27 | 89.36 | 88.50 |
| 431 | 372 | 88 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 89.75 | 90.74 | 90.07 | 88.53 | 89.42 | 89.04 | 90.06 | 88.83 | 90.56 | 88.66 | 88.40 | 89.15 | 90.25 | 89.65 | 88.78 | 89.38 | 90.64 | 88.42 | 89.01 | 89.49 | 88.25 | 87.95 | 88.94 | 88.35 | 87.15 | 87.84 |
The global mean maximum row:
| mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | average_map | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 413 | 87.78 | 88.10 | 86.59 | 87.53 | 88.20 | 88.10 | 89.13 | 86.58 | 88.14 | 87.54 | 88.47 | 87.09 | 89.80 | 86.06 | 88.19 | 87.51 | 87.59 | 87.76 | 88.42 | 88.80 | 87.74 | 87.33 | 87.46 | 88.62 | 87.88 | 87.23 | 87.832308 |
| 421 | 87.01 | 88.08 | 87.62 | 87.68 | 87.21 | 87.96 | 89.04 | 89.09 | 88.32 | 88.27 | 88.42 | 87.30 | 89.28 | 85.82 | 87.62 | 88.48 | 87.43 | 88.03 | 89.42 | 88.57 | 87.73 | 85.61 | 88.21 | 87.39 | 87.97 | 85.87 | 87.824231 |
| 389 | 87.88 | 88.73 | 87.01 | 89.42 | 87.82 | 87.83 | 87.24 | 86.64 | 87.53 | 87.51 | 88.15 | 88.70 | 88.13 | 87.55 | 88.75 | 88.33 | 87.50 | 88.94 | 88.81 | 87.94 | 86.16 | 86.57 | 88.54 | 86.95 | 87.85 | 86.44 | 87.804615 |
| 366 | 89.08 | 87.39 | 88.49 | 89.62 | 86.01 | 86.57 | 87.54 | 86.97 | 88.50 | 86.78 | 88.34 | 87.25 | 87.73 | 88.15 | 87.08 | 90.01 | 86.97 | 88.06 | 88.50 | 88.72 | 87.92 | 86.06 | 88.58 | 86.24 | 88.04 | 88.04 | 87.793846 |
| 365 | 88.11 | 87.68 | 87.79 | 88.71 | 87.25 | 88.98 | 87.72 | 86.54 | 88.26 | 88.58 | 87.68 | 87.41 | 89.56 | 87.48 | 85.64 | 88.53 | 88.40 | 89.12 | 88.30 | 89.02 | 87.63 | 85.17 | 87.93 | 86.77 | 87.31 | 87.03 | 87.792308 |
| 302 | 86.14 | 87.26 | 87.58 | 87.35 | 88.73 | 88.01 | 86.90 | 87.28 | 87.61 | 87.04 | 89.34 | 86.17 | 88.61 | 89.02 | 87.18 | 88.38 | 88.51 | 88.45 | 88.26 | 88.61 | 87.33 | 86.42 | 87.37 | 85.72 | 88.86 | 88.70 | 87.724231 |
| 415 | 87.57 | 87.00 | 87.37 | 89.19 | 86.26 | 87.71 | 87.11 | 88.31 | 87.85 | 87.47 | 88.34 | 87.33 | 87.33 | 87.16 | 88.17 | 87.20 | 87.54 | 87.35 | 88.36 | 88.61 | 89.20 | 85.73 | 87.45 | 86.54 | 87.76 | 86.75 | 87.563846 |
| 295 | 86.30 | 86.44 | 88.35 | 86.75 | 85.63 | 86.78 | 86.87 | 88.08 | 87.13 | 88.08 | 87.87 | 87.25 | 88.89 | 87.74 | 86.62 | 89.59 | 88.47 | 88.92 | 88.44 | 87.89 | 89.30 | 86.17 | 87.30 | 87.56 | 85.96 | 87.91 | 87.549615 |
| 390 | 88.35 | 87.74 | 87.79 | 88.54 | 87.21 | 87.12 | 86.36 | 87.22 | 88.22 | 88.48 | 88.46 | 85.88 | 86.68 | 87.14 | 86.38 | 88.77 | 87.84 | 88.36 | 88.10 | 88.50 | 87.58 | 87.43 | 85.67 | 87.22 | 88.03 | 86.99 | 87.540769 |
| 348 | 86.50 | 86.12 | 87.09 | 87.00 | 87.36 | 88.16 | 86.73 | 87.44 | 87.99 | 89.51 | 88.56 | 87.66 | 88.02 | 88.66 | 87.61 | 87.67 | 87.84 | 89.54 | 88.57 | 86.95 | 87.13 | 85.53 | 87.49 | 86.69 | 87.67 | 85.71 | 87.507692 |
Model performance on validation data (Mann-Whitney U Test)
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues_mw = []
pvalues_real_mw = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
pvalues_real_mw.append(p_value_mw)
pvalues_mw.append((p_value_mw >= 0.05)*1)
dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw
dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')
max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 365 | 372 | 88 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.11 | 87.68 | 87.79 | 88.71 | 87.25 | 88.98 | 87.72 | 86.54 | 88.26 | 88.58 | 87.68 | 87.41 | 89.56 | 87.48 | 85.64 | 88.53 | 88.40 | 89.12 | 88.30 | 89.02 | 87.63 | 85.17 | 87.93 | 86.77 | 87.31 | 87.03 |
| 366 | 372 | 88 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.08 | 87.39 | 88.49 | 89.62 | 86.01 | 86.57 | 87.54 | 86.97 | 88.50 | 86.78 | 88.34 | 87.25 | 87.73 | 88.15 | 87.08 | 90.01 | 86.97 | 88.06 | 88.50 | 88.72 | 87.92 | 86.06 | 88.58 | 86.24 | 88.04 | 88.04 |
| 367 | 372 | 88 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.44 | 87.99 | 87.13 | 86.51 | 86.67 | 87.85 | 87.54 | 88.35 | 87.92 | 87.88 | 87.58 | 87.43 | 89.34 | 86.26 | 87.56 | 87.30 | 86.74 | 87.46 | 88.69 | 88.12 | 88.22 | 85.09 | 88.28 | 86.48 | 86.64 | 85.23 |
| 389 | 372 | 88 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.88 | 88.73 | 87.01 | 89.42 | 87.82 | 87.83 | 87.24 | 86.64 | 87.53 | 87.51 | 88.15 | 88.70 | 88.13 | 87.55 | 88.75 | 88.33 | 87.50 | 88.94 | 88.81 | 87.94 | 86.16 | 86.57 | 88.54 | 86.95 | 87.85 | 86.44 |
| 390 | 372 | 88 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.35 | 87.74 | 87.79 | 88.54 | 87.21 | 87.12 | 86.36 | 87.22 | 88.22 | 88.48 | 88.46 | 85.88 | 86.68 | 87.14 | 86.38 | 88.77 | 87.84 | 88.36 | 88.10 | 88.50 | 87.58 | 87.43 | 85.67 | 87.22 | 88.03 | 86.99 |
| 391 | 372 | 88 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.12 | 86.69 | 86.84 | 88.14 | 86.80 | 87.24 | 86.64 | 89.27 | 86.49 | 87.46 | 88.17 | 88.75 | 88.63 | 88.09 | 88.90 | 88.62 | 90.09 | 87.11 | 88.82 | 87.71 | 86.52 | 85.62 | 86.71 | 85.13 | 86.98 | 86.30 |
| 413 | 372 | 88 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.78 | 88.10 | 86.59 | 87.53 | 88.20 | 88.10 | 89.13 | 86.58 | 88.14 | 87.54 | 88.47 | 87.09 | 89.80 | 86.06 | 88.19 | 87.51 | 87.59 | 87.76 | 88.42 | 88.80 | 87.74 | 87.33 | 87.46 | 88.62 | 87.88 | 87.23 |
| 415 | 372 | 88 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 87.57 | 87.00 | 87.37 | 89.19 | 86.26 | 87.71 | 87.11 | 88.31 | 87.85 | 87.47 | 88.34 | 87.33 | 87.33 | 87.16 | 88.17 | 87.20 | 87.54 | 87.35 | 88.36 | 88.61 | 89.20 | 85.73 | 87.45 | 86.54 | 87.76 | 86.75 |
| 295 | 372 | 88 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.30 | 86.44 | 88.35 | 86.75 | 85.63 | 86.78 | 86.87 | 88.08 | 87.13 | 88.08 | 87.87 | 87.25 | 88.89 | 87.74 | 86.62 | 89.59 | 88.47 | 88.92 | 88.44 | 87.89 | 89.30 | 86.17 | 87.30 | 87.56 | 85.96 | 87.91 |
| 317 | 372 | 88 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.49 | 88.76 | 86.93 | 88.31 | 86.09 | 89.30 | 86.07 | 87.87 | 86.69 | 88.02 | 88.45 | 87.50 | 88.51 | 87.57 | 87.04 | 88.59 | 86.81 | 87.35 | 87.41 | 88.89 | 86.46 | 86.50 | 87.54 | 85.58 | 87.24 | 85.39 |
| 318 | 372 | 88 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.60 | 87.72 | 86.76 | 86.03 | 87.48 | 87.74 | 88.68 | 87.51 | 87.29 | 87.55 | 88.21 | 88.18 | 88.55 | 85.78 | 85.94 | 88.34 | 87.29 | 89.72 | 88.00 | 88.77 | 87.04 | 84.80 | 86.38 | 84.32 | 87.88 | 86.69 |
| 373 | 372 | 88 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.02 | 86.89 | 88.11 | 85.48 | 87.12 | 88.01 | 88.32 | 87.02 | 87.46 | 87.09 | 88.42 | 87.84 | 87.88 | 88.62 | 86.58 | 87.97 | 87.88 | 87.00 | 88.68 | 88.09 | 87.33 | 87.24 | 88.46 | 85.29 | 85.93 | 86.12 |
| 374 | 372 | 88 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.18 | 87.14 | 87.43 | 86.56 | 88.88 | 87.97 | 87.71 | 88.31 | 87.28 | 88.13 | 87.94 | 85.30 | 88.61 | 87.12 | 86.37 | 88.30 | 87.50 | 87.71 | 88.25 | 88.81 | 83.93 | 86.40 | 89.68 | 85.07 | 87.35 | 87.16 |
| 375 | 372 | 88 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.61 | 87.49 | 86.32 | 86.12 | 87.89 | 88.21 | 88.82 | 88.47 | 87.16 | 87.50 | 87.98 | 89.20 | 87.59 | 88.03 | 86.54 | 88.12 | 87.01 | 88.22 | 88.37 | 88.66 | 87.79 | 86.01 | 87.53 | 84.23 | 86.81 | 85.99 |
| 397 | 372 | 88 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.43 | 87.49 | 87.86 | 87.33 | 87.92 | 88.01 | 86.70 | 87.69 | 87.08 | 89.30 | 86.89 | 88.99 | 86.57 | 88.23 | 87.53 | 88.22 | 86.54 | 89.15 | 86.53 | 88.18 | 85.22 | 86.52 | 87.80 | 86.71 | 86.74 | 87.65 |
| 398 | 372 | 88 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.51 | 87.48 | 86.60 | 87.95 | 87.45 | 88.00 | 88.91 | 87.63 | 87.88 | 87.88 | 86.70 | 86.48 | 88.78 | 86.79 | 87.98 | 88.48 | 88.40 | 88.68 | 87.51 | 87.93 | 86.40 | 86.12 | 87.56 | 86.71 | 87.38 | 86.64 |
| 421 | 372 | 88 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.01 | 88.08 | 87.62 | 87.68 | 87.21 | 87.96 | 89.04 | 89.09 | 88.32 | 88.27 | 88.42 | 87.30 | 89.28 | 85.82 | 87.62 | 88.48 | 87.43 | 88.03 | 89.42 | 88.57 | 87.73 | 85.61 | 88.21 | 87.39 | 87.97 | 85.87 |
| 302 | 372 | 88 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.14 | 87.26 | 87.58 | 87.35 | 88.73 | 88.01 | 86.90 | 87.28 | 87.61 | 87.04 | 89.34 | 86.17 | 88.61 | 89.02 | 87.18 | 88.38 | 88.51 | 88.45 | 88.26 | 88.61 | 87.33 | 86.42 | 87.37 | 85.72 | 88.86 | 88.70 |
| 327 | 372 | 88 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 86.73 | 87.51 | 86.18 | 88.04 | 87.65 | 88.37 | 89.18 | 86.80 | 87.45 | 85.72 | 88.53 | 87.52 | 88.20 | 88.82 | 86.13 | 86.62 | 90.10 | 88.21 | 88.00 | 86.38 | 87.81 | 86.10 | 87.07 | 86.51 | 84.57 | 86.05 |
| 348 | 372 | 88 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 86.50 | 86.12 | 87.09 | 87.00 | 87.36 | 88.16 | 86.73 | 87.44 | 87.99 | 89.51 | 88.56 | 87.66 | 88.02 | 88.66 | 87.61 | 87.67 | 87.84 | 89.54 | 88.57 | 86.95 | 87.13 | 85.53 | 87.49 | 86.69 | 87.67 | 85.71 |
| 350 | 372 | 88 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 87.72 | 86.72 | 87.23 | 86.82 | 85.98 | 88.00 | 87.72 | 85.90 | 87.85 | 87.82 | 88.93 | 88.45 | 88.66 | 87.52 | 87.05 | 88.41 | 88.16 | 88.90 | 88.47 | 88.16 | 86.64 | 84.55 | 87.12 | 86.27 | 87.18 | 87.18 |
| 380 | 372 | 88 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.04 | 87.95 | 86.79 | 85.33 | 87.76 | 86.89 | 86.97 | 87.35 | 87.00 | 87.28 | 88.87 | 89.24 | 86.89 | 87.10 | 87.57 | 89.34 | 87.81 | 88.52 | 88.91 | 89.67 | 86.14 | 85.59 | 87.66 | 84.90 | 88.32 | 85.35 |
| 406 | 372 | 88 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.74 | 86.99 | 85.35 | 87.48 | 87.84 | 86.42 | 87.83 | 86.97 | 87.72 | 87.46 | 88.77 | 86.73 | 86.78 | 87.93 | 87.41 | 88.30 | 87.62 | 88.75 | 88.19 | 88.20 | 85.37 | 85.22 | 88.96 | 84.02 | 88.77 | 85.79 |
| 333 | 372 | 88 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.23 | 87.22 | 86.73 | 85.69 | 87.11 | 88.13 | 86.97 | 87.25 | 87.75 | 85.78 | 88.57 | 87.65 | 88.10 | 88.14 | 86.55 | 89.33 | 89.50 | 88.59 | 88.98 | 88.32 | 85.01 | 85.71 | 88.65 | 86.09 | 85.36 | 84.95 |
Size of the All data: (144, 29)
Size of the Sig data: (24, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 372 | 88 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.11 | 88.37 | 90.25 | 88.73 | 89.41 | 87.53 | 89.48 | 87.83 | 89.86 | 88.55 | 89.61 | 89.64 | 89.16 | 89.07 | 85.67 | 91.11 | 88.26 | 89.57 | 89.70 | 88.63 | 87.81 | 88.15 | 88.16 | 88.47 | 85.69 | 87.50 |
| 3 | 372 | 88 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.41 | 87.79 | 90.61 | 89.24 | 87.97 | 87.53 | 89.39 | 87.68 | 89.79 | 91.91 | 88.84 | 86.90 | 87.41 | 89.02 | 89.21 | 88.20 | 88.37 | 88.41 | 90.53 | 88.80 | 89.69 | 88.72 | 90.67 | 88.83 | 88.52 | 87.70 |
| 16 | 372 | 88 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.13 | 88.28 | 87.69 | 86.75 | 87.87 | 87.61 | 89.46 | 89.51 | 89.91 | 89.28 | 85.59 | 87.81 | 91.20 | 88.58 | 87.52 | 88.63 | 88.99 | 88.81 | 88.88 | 88.98 | 89.23 | 86.49 | 90.36 | 89.09 | 88.28 | 87.52 |
| 2 | 372 | 88 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.71 | 88.92 | 87.73 | 90.28 | 86.91 | 90.06 | 86.64 | 88.15 | 88.31 | 89.69 | 89.23 | 89.11 | 84.37 | 89.52 | 89.02 | 90.38 | 89.79 | 89.36 | 88.48 | 87.50 | 89.41 | 87.26 | 90.71 | 89.61 | 88.87 | 87.03 |
| 8 | 372 | 88 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.82 | 89.51 | 87.76 | 87.90 | 88.28 | 87.30 | 88.86 | 86.92 | 87.70 | 87.59 | 88.30 | 85.78 | 87.72 | 88.27 | 87.39 | 89.70 | 88.57 | 88.22 | 88.58 | 88.90 | 89.39 | 86.80 | 87.05 | 88.93 | 89.77 | 88.04 |
| 10 | 372 | 88 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.29 | 88.64 | 87.55 | 88.08 | 86.99 | 86.50 | 86.95 | 90.18 | 89.03 | 88.03 | 90.64 | 87.59 | 88.44 | 90.16 | 88.28 | 88.22 | 89.29 | 88.69 | 90.00 | 88.75 | 89.64 | 86.90 | 88.45 | 87.10 | 87.13 | 89.54 |
| 0 | 372 | 88 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 86.81 | 87.24 | 88.77 | 87.82 | 88.58 | 88.92 | 89.52 | 86.81 | 88.30 | 88.10 | 89.16 | 85.15 | 88.00 | 89.72 | 89.99 | 87.56 | 90.70 | 91.05 | 89.86 | 90.08 | 89.48 | 87.32 | 89.37 | 88.99 | 89.55 | 88.34 |
| 6 | 372 | 88 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 89.58 | 86.53 | 89.85 | 88.58 | 89.73 | 88.72 | 89.24 | 88.69 | 89.04 | 88.37 | 89.59 | 88.10 | 87.01 | 87.87 | 89.27 | 88.92 | 90.39 | 90.21 | 89.71 | 87.55 | 89.60 | 87.81 | 89.32 | 86.82 | 89.02 | 86.04 |
| 7 | 372 | 88 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.07 | 86.54 | 88.37 | 87.56 | 87.38 | 88.18 | 90.19 | 88.72 | 88.72 | 89.94 | 86.18 | 87.42 | 90.60 | 90.66 | 86.85 | 91.01 | 90.48 | 88.84 | 89.84 | 89.32 | 91.29 | 88.40 | 87.88 | 89.14 | 88.42 | 87.93 |
| 17 | 372 | 88 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.66 | 89.24 | 87.95 | 88.47 | 88.07 | 88.25 | 90.61 | 88.49 | 88.52 | 89.83 | 90.00 | 87.33 | 89.77 | 90.03 | 88.11 | 88.98 | 88.96 | 89.42 | 89.49 | 90.88 | 89.55 | 87.90 | 88.74 | 88.59 | 88.54 | 86.87 |
| 20 | 372 | 88 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.79 | 87.99 | 87.81 | 88.24 | 89.75 | 88.13 | 87.17 | 89.19 | 88.06 | 89.05 | 88.70 | 89.91 | 88.37 | 89.65 | 86.40 | 88.97 | 89.01 | 91.04 | 90.24 | 87.78 | 89.10 | 87.99 | 89.67 | 86.08 | 88.38 | 87.62 |
| 19 | 372 | 88 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.25 | 89.68 | 89.50 | 88.57 | 89.14 | 86.16 | 90.37 | 89.00 | 89.45 | 88.88 | 90.13 | 86.33 | 88.79 | 89.10 | 88.03 | 90.23 | 88.79 | 90.35 | 90.59 | 88.80 | 89.97 | 87.97 | 91.46 | 88.76 | 88.72 | 88.43 |
| 18 | 372 | 88 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.96 | 89.85 | 89.54 | 87.64 | 90.34 | 88.96 | 89.86 | 87.97 | 88.47 | 89.65 | 89.63 | 88.72 | 87.98 | 89.15 | 87.22 | 91.50 | 90.18 | 90.46 | 91.13 | 89.80 | 89.06 | 87.37 | 91.05 | 89.06 | 89.82 | 89.26 |
| 12 | 372 | 88 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.94 | 88.65 | 90.09 | 89.04 | 89.86 | 88.84 | 88.79 | 89.43 | 88.95 | 89.91 | 89.87 | 86.51 | 88.72 | 90.75 | 88.69 | 90.14 | 88.71 | 90.58 | 91.48 | 89.37 | 90.54 | 87.11 | 89.28 | 87.35 | 88.34 | 86.94 |
| 14 | 372 | 88 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.00 | 89.31 | 89.07 | 88.20 | 90.61 | 89.04 | 89.74 | 88.49 | 89.52 | 90.31 | 89.81 | 88.31 | 89.87 | 89.04 | 88.31 | 90.10 | 88.83 | 90.91 | 88.46 | 90.11 | 88.98 | 89.89 | 90.65 | 88.69 | 88.55 | 90.10 |
| 11 | 372 | 88 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.73 | 88.51 | 89.15 | 88.07 | 88.73 | 85.92 | 89.08 | 89.11 | 89.78 | 88.47 | 90.46 | 86.55 | 88.92 | 84.86 | 88.63 | 88.76 | 90.26 | 91.64 | 88.37 | 90.65 | 89.39 | 88.79 | 89.92 | 88.66 | 88.66 | 88.40 |
| 1 | 372 | 88 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.99 | 89.37 | 87.22 | 87.35 | 89.37 | 89.84 | 89.76 | 90.10 | 89.66 | 89.62 | 91.17 | 88.16 | 89.91 | 90.78 | 88.72 | 89.53 | 89.38 | 90.87 | 90.94 | 88.25 | 88.61 | 88.72 | 90.53 | 90.35 | 89.88 | 88.67 |
| 5 | 372 | 88 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 90.39 | 88.99 | 89.54 | 88.46 | 89.50 | 87.30 | 88.72 | 89.25 | 89.57 | 87.44 | 91.18 | 87.65 | 88.76 | 89.81 | 88.69 | 89.52 | 89.63 | 89.71 | 88.91 | 89.81 | 88.80 | 87.69 | 91.91 | 88.25 | 90.19 | 89.19 |
| 21 | 372 | 88 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.18 | 88.64 | 90.94 | 90.06 | 88.94 | 89.38 | 90.36 | 87.84 | 87.86 | 87.58 | 89.93 | 88.32 | 88.00 | 90.18 | 85.89 | 89.82 | 89.43 | 89.14 | 90.69 | 88.60 | 89.46 | 87.87 | 89.46 | 88.74 | 87.09 | 87.77 |
| 9 | 372 | 88 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 89.24 | 89.28 | 90.26 | 88.29 | 88.46 | 89.82 | 87.75 | 89.02 | 89.20 | 88.70 | 90.99 | 89.57 | 88.80 | 90.11 | 88.67 | 89.03 | 88.93 | 90.31 | 90.41 | 87.88 | 89.16 | 86.51 | 90.53 | 89.37 | 88.36 | 87.64 |
| 13 | 372 | 88 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.28 | 88.76 | 88.71 | 88.83 | 89.45 | 88.48 | 86.91 | 86.79 | 90.91 | 91.06 | 91.42 | 87.30 | 89.69 | 89.09 | 87.22 | 90.69 | 89.62 | 90.68 | 89.66 | 89.41 | 88.48 | 87.55 | 89.39 | 88.96 | 89.98 | 89.24 |
| 15 | 372 | 88 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.96 | 88.57 | 90.52 | 88.44 | 89.82 | 88.89 | 88.87 | 88.36 | 90.34 | 90.42 | 90.60 | 90.49 | 88.53 | 90.03 | 88.67 | 89.73 | 88.77 | 90.89 | 90.59 | 89.52 | 89.14 | 86.88 | 91.81 | 88.31 | 90.04 | 88.58 |
| 23 | 372 | 88 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.90 | 88.56 | 89.73 | 86.38 | 90.36 | 87.56 | 88.87 | 88.77 | 89.86 | 87.96 | 90.92 | 85.95 | 89.59 | 90.15 | 88.59 | 90.01 | 87.54 | 91.01 | 90.93 | 88.97 | 89.64 | 88.62 | 91.33 | 88.09 | 91.09 | 89.28 |
| 22 | 372 | 88 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.48 | 88.59 | 89.73 | 89.03 | 87.86 | 88.09 | 88.48 | 89.43 | 88.87 | 90.67 | 89.74 | 88.14 | 90.48 | 91.13 | 88.83 | 90.88 | 91.84 | 90.47 | 90.93 | 89.76 | 90.20 | 87.56 | 90.55 | 89.11 | 87.84 | 87.54 |
Size of the test data: (24, 34)
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_16 | 88.350417 | 0.763769 |
| mAP_valid_abs_values_19 | 88.332917 | 0.584566 |
| mAP_valid_abs_values_18 | 88.329167 | 0.751502 |
| mAP_valid_abs_values_20 | 88.312500 | 0.675479 |
| mAP_valid_abs_values_11 | 88.235000 | 0.594928 |
| mAP_valid_abs_values_13 | 88.213333 | 0.904927 |
| mAP_valid_abs_values_17 | 87.897500 | 0.949454 |
| mAP_valid_abs_values_6 | 87.806667 | 0.685456 |
| mAP_valid_abs_values_23 | 87.725000 | 0.864719 |
| mAP_valid_abs_values_10 | 87.672083 | 0.878873 |
| mAP_valid_abs_values_7 | 87.612500 | 0.942957 |
| mAP_valid_abs_values_9 | 87.607083 | 0.522714 |
| mAP_valid_abs_values_12 | 87.554167 | 1.018105 |
| mAP_valid_abs_values_14 | 87.532500 | 0.916464 |
| mAP_valid_abs_values_8 | 87.522500 | 0.826624 |
| mAP_valid_abs_values_2 | 87.440833 | 0.650985 |
| mAP_valid_abs_values_4 | 87.399167 | 1.220349 |
| mAP_valid_abs_values | 87.274167 | 0.826617 |
| mAP_valid_abs_values_25 | 87.270000 | 1.031550 |
| mAP_valid_abs_values_5 | 87.263333 | 0.846510 |
| mAP_valid_abs_values_15 | 87.182917 | 0.853334 |
| mAP_valid_abs_values_3 | 87.164167 | 0.726121 |
| mAP_valid_abs_values_21 | 86.983333 | 1.276128 |
| mAP_valid_abs_values_26 | 86.548333 | 0.961926 |
| mAP_valid_abs_values_24 | 86.125417 | 1.136505 |
| mAP_valid_abs_values_22 | 85.978750 | 0.754398 |
We then apply the hyperparameters to the test set and average the results.
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_18 | 90.026667 | 0.970807 |
| mAP_test_abs_values_19 | 89.933333 | 0.933570 |
| mAP_test_abs_values_23 | 89.927083 | 1.266599 |
| mAP_test_abs_values_11 | 89.653750 | 1.422982 |
| mAP_test_abs_values_16 | 89.650833 | 1.014790 |
| mAP_test_abs_values_14 | 89.447083 | 1.271447 |
| mAP_test_abs_values_21 | 89.400833 | 0.691670 |
| mAP_test_abs_values_17 | 89.363333 | 0.936839 |
| mAP_test_abs_values_10 | 89.208750 | 1.183346 |
| mAP_test_abs_values_9 | 89.153333 | 0.811427 |
| mAP_test_abs_values_3 | 89.097500 | 1.115407 |
| mAP_test_abs_values_20 | 89.087500 | 0.912037 |
| mAP_test_abs_values_7 | 88.961250 | 1.141888 |
| average_map | 88.922612 | 0.363103 |
| mAP_test_abs_values_5 | 88.890833 | 1.059811 |
| mAP_test_abs_values_25 | 88.780417 | 1.168390 |
| mAP_test_abs_values_13 | 88.753750 | 1.397584 |
| mAP_test_abs_values | 88.653333 | 1.083748 |
| mAP_test_abs_values_2 | 88.575417 | 0.869022 |
| mAP_test_abs_values_8 | 88.572083 | 0.940693 |
| mAP_test_abs_values_24 | 88.556250 | 0.931300 |
| mAP_test_abs_values_4 | 88.333750 | 0.887742 |
| mAP_test_abs_values_6 | 88.208750 | 1.117950 |
| mAP_test_abs_values_26 | 88.132083 | 0.979947 |
| mAP_test_abs_values_15 | 88.077917 | 1.093546 |
| mAP_test_abs_values_12 | 87.780833 | 1.367813 |
| mAP_test_abs_values_22 | 87.761250 | 0.823346 |
Code
def extract_number(text):
if isinstance(text, str):
matches = re.findall(r'\d+', text)
return int(matches[0]) if matches else 1
return 1
res_valid_mwu_88['id'] = res_valid_mwu_88.index.to_series().apply(extract_number)
res_test_mwu_88['id'] = res_test_mwu_88.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid_mwu_88,res_test_mwu_88])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test_mwu_88 = res_test_mwu_88.sort_values(by=['id']).reset_index().query("index !='average_map'")
res_valid_mwu_88 = res_valid_mwu_88.reset_index(drop=True)
res_valid_mwu_88.columns = ['valid_score', 'std', 'id']
res_valid_mwu_88 = res_valid_mwu_88[['valid_score', 'id']]
res_test_mwu_88.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_88 = res_test_mwu_88[['test_score', 'id']]
result_merged_mwu_88 = pd.merge(res_valid_mwu_88,res_test_mwu_88,on='id')
result_merged_mwu_88.sort_values(by=['valid_score'], ascending=False,inplace=True)
result_merged_mwu_88 = result_merged_mwu_88[['id','valid_score','test_score']]
html_table = result_merged_mwu_88.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))| id | valid_score | test_score | |
|---|---|---|---|
| 0 | 16 | 88.350417 | 89.650833 |
| 1 | 19 | 88.332917 | 89.933333 |
| 2 | 18 | 88.329167 | 90.026667 |
| 3 | 20 | 88.312500 | 89.087500 |
| 4 | 11 | 88.235000 | 89.653750 |
| 5 | 13 | 88.213333 | 88.753750 |
| 6 | 17 | 87.897500 | 89.363333 |
| 7 | 6 | 87.806667 | 88.208750 |
| 8 | 23 | 87.725000 | 89.927083 |
| 9 | 10 | 87.672083 | 89.208750 |
| 10 | 7 | 87.612500 | 88.961250 |
| 11 | 9 | 87.607083 | 89.153333 |
| 12 | 12 | 87.554167 | 87.780833 |
| 13 | 14 | 87.532500 | 89.447083 |
| 14 | 8 | 87.522500 | 88.572083 |
| 15 | 2 | 87.440833 | 88.575417 |
| 16 | 4 | 87.399167 | 88.333750 |
| 17 | 1 | 87.274167 | 88.653333 |
| 18 | 25 | 87.270000 | 88.780417 |
| 19 | 5 | 87.263333 | 88.890833 |
| 20 | 15 | 87.182917 | 88.077917 |
| 21 | 3 | 87.164167 | 89.097500 |
| 22 | 21 | 86.983333 | 89.400833 |
| 23 | 26 | 86.548333 | 88.132083 |
| 24 | 24 | 86.125417 | 88.556250 |
| 25 | 22 | 85.978750 | 87.761250 |
The results in this presentation are from two experimental designs:
The thresholding is based on fixed values between -1 and 1 on a step size of 0.1.
Code
#%%
layer_vsn = 'v3_layers_v2'
dt_valid = pd.read_csv(f"final paper results/merged_validation_runs_wide_format_abs_17092024_top100_{layer_vsn}.csv")
dt_test = pd.read_csv(f"final paper results/merged_test_runs_wide_format_abs_17092024_top100_{layer_vsn}.csv")
output_size = 96
query = (
"output_size == @output_size "
)
dt_valid = dt_valid.query(query)
dt_test = dt_test.query(query)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 372 | 96 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 82.26 | 82.81 | 83.18 | 79.52 | 80.37 | 82.94 | 82.98 | 81.70 | 83.87 | 80.97 | 85.94 | 82.57 | 83.99 | 82.30 | 82.92 | 84.61 | 80.66 | 84.39 | 85.38 | 85.02 | 82.13 | 80.10 | 83.20 | 81.48 | 83.56 | 82.17 |
| 1 | 372 | 96 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 85.18 | 82.16 | 81.80 | 85.08 | 83.40 | 84.55 | 84.83 | 85.51 | 86.37 | 83.36 | 84.29 | 84.37 | 84.63 | 81.48 | 82.98 | 86.11 | 85.98 | 87.13 | 84.74 | 86.13 | 82.04 | 82.47 | 84.07 | 83.17 | 83.66 | 82.31 |
| 2 | 372 | 96 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 84.35 | 83.80 | 82.53 | 83.61 | 84.54 | 84.88 | 84.93 | 85.40 | 84.40 | 85.87 | 86.70 | 85.32 | 85.85 | 85.19 | 83.16 | 85.12 | 83.66 | 83.98 | 85.66 | 85.29 | 81.75 | 81.92 | 82.66 | 82.77 | 82.09 | 82.07 |
| 3 | 372 | 96 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 83.36 | 85.07 | 82.36 | 84.93 | 84.21 | 82.99 | 84.66 | 84.19 | 86.12 | 85.99 | 85.00 | 87.62 | 83.73 | 85.40 | 84.62 | 87.20 | 84.76 | 85.74 | 86.01 | 86.09 | 82.98 | 83.56 | 83.34 | 81.57 | 81.14 | 82.25 |
| 8 | 372 | 96 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 83.55 | 82.98 | 83.17 | 85.57 | 82.44 | 84.20 | 84.01 | 82.29 | 84.84 | 85.41 | 84.71 | 84.40 | 85.79 | 82.69 | 85.00 | 85.11 | 84.66 | 84.18 | 84.46 | 84.28 | 83.10 | 82.95 | 84.85 | 84.06 | 82.03 | 83.77 |
| 9 | 372 | 96 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 85.06 | 84.80 | 83.86 | 82.96 | 84.16 | 86.39 | 84.36 | 84.16 | 85.97 | 85.29 | 87.15 | 86.61 | 86.59 | 84.22 | 85.59 | 85.68 | 84.19 | 84.08 | 86.27 | 85.60 | 84.12 | 84.22 | 83.15 | 83.64 | 82.63 | 85.04 |
| 10 | 372 | 96 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 83.62 | 85.10 | 83.54 | 84.54 | 84.70 | 85.19 | 85.17 | 86.94 | 85.25 | 83.85 | 83.73 | 85.43 | 85.28 | 85.64 | 85.38 | 88.83 | 87.22 | 86.52 | 85.48 | 85.62 | 83.49 | 84.51 | 84.77 | 83.96 | 83.19 | 83.19 |
| 11 | 372 | 96 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 81.84 | 84.83 | 82.92 | 86.61 | 83.68 | 87.00 | 85.95 | 87.33 | 86.54 | 86.27 | 85.71 | 83.80 | 87.72 | 86.78 | 85.34 | 87.47 | 85.74 | 85.26 | 86.09 | 87.27 | 83.24 | 84.22 | 83.29 | 84.03 | 81.07 | 83.06 |
| 16 | 372 | 96 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 82.79 | 84.90 | 84.17 | 84.40 | 83.55 | 83.17 | 84.62 | 85.22 | 84.39 | 82.89 | 86.30 | 85.29 | 85.47 | 86.05 | 85.09 | 84.59 | 82.42 | 85.81 | 85.37 | 85.52 | 82.60 | 84.81 | 82.51 | 84.45 | 83.11 | 83.29 |
| 17 | 372 | 96 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 83.58 | 85.42 | 80.57 | 85.04 | 84.39 | 83.28 | 86.46 | 85.57 | 88.22 | 86.51 | 84.16 | 86.95 | 85.52 | 83.03 | 83.50 | 85.44 | 85.24 | 85.31 | 85.54 | 86.76 | 84.77 | 82.59 | 83.42 | 83.93 | 85.16 | 84.53 |
| 18 | 372 | 96 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 82.27 | 84.28 | 81.71 | 85.38 | 82.91 | 85.22 | 86.29 | 86.78 | 85.62 | 82.89 | 86.52 | 19.49 | 86.82 | 84.82 | 85.20 | 85.86 | 87.03 | 87.37 | 87.49 | 84.61 | 83.21 | 82.77 | 80.90 | 86.44 | 81.45 | 84.53 |
| 19 | 372 | 96 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 83.38 | 84.03 | 84.93 | 84.96 | 85.75 | 84.96 | 86.68 | 86.10 | 85.72 | 87.90 | 87.75 | 87.46 | 86.08 | 84.09 | 85.39 | 85.97 | 87.83 | 84.28 | 85.87 | 84.73 | 83.22 | 82.41 | 85.77 | 84.08 | 83.41 | 84.43 |
| 24 | 372 | 96 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 83.44 | 84.15 | 84.10 | 84.53 | 82.85 | 84.59 | 82.73 | 86.40 | 85.25 | 84.09 | 83.97 | 83.65 | 85.17 | 83.61 | 82.60 | 85.05 | 85.69 | 85.29 | 84.65 | 84.03 | 84.15 | 80.59 | 83.23 | 81.49 | 82.53 | 83.25 |
| 25 | 372 | 96 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 84.81 | 85.63 | 83.70 | 86.26 | 84.17 | 85.70 | 86.01 | 87.47 | 86.66 | 85.60 | 84.99 | 85.84 | 87.64 | 84.91 | 85.33 | 86.74 | 86.34 | 87.62 | 86.92 | 84.03 | 84.74 | 83.39 | 82.18 | 82.09 | 84.57 | 83.63 |
| 26 | 372 | 96 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 83.76 | 83.24 | 85.30 | 82.75 | 85.21 | 83.84 | 84.70 | 84.58 | 87.75 | 84.43 | 85.68 | 87.42 | 86.72 | 86.09 | 86.26 | 87.48 | 85.41 | 86.57 | 86.33 | 87.11 | 84.10 | 84.60 | 85.27 | 81.86 | 82.34 | 85.67 |
| 27 | 372 | 96 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 85.00 | 86.66 | 85.28 | 83.43 | 84.70 | 88.25 | 85.54 | 84.91 | 86.52 | 84.86 | 85.31 | 86.14 | 85.05 | 85.02 | 86.11 | 86.02 | 84.56 | 84.15 | 86.60 | 85.97 | 83.35 | 82.36 | 84.40 | 84.44 | 85.69 | 84.70 |
| 32 | 372 | 96 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 84.78 | 84.49 | 83.03 | 85.14 | 85.22 | 85.04 | 84.99 | 86.14 | 85.55 | 87.67 | 85.58 | 86.35 | 86.17 | 85.58 | 84.16 | 86.68 | 83.38 | 82.03 | 87.43 | 86.60 | 83.23 | 82.13 | 81.44 | 83.15 | 84.46 | 82.42 |
| 33 | 372 | 96 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.08 | 85.73 | 84.94 | 85.40 | 83.88 | 86.25 | 84.24 | 87.64 | 88.62 | 83.41 | 86.04 | 86.55 | 82.69 | 85.12 | 86.19 | 88.29 | 85.37 | 86.88 | 86.22 | 84.84 | 83.81 | 83.65 | 83.34 | 83.72 | 85.28 | 87.86 |
| 34 | 372 | 96 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 84.76 | 87.01 | 85.67 | 84.56 | 83.98 | 85.91 | 83.98 | 85.80 | 85.99 | 86.19 | 85.20 | 86.23 | 87.61 | 87.45 | 85.86 | 87.74 | 86.35 | 89.31 | 85.16 | 86.99 | 84.54 | 82.69 | 85.17 | 86.38 | 84.76 | 85.37 |
| 35 | 372 | 96 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 83.98 | 84.12 | 84.52 | 85.50 | 86.03 | 84.75 | 85.85 | 86.41 | 85.35 | 85.14 | 87.06 | 85.89 | 88.34 | 87.46 | 86.13 | 88.37 | 86.53 | 85.18 | 86.02 | 86.61 | 85.60 | 83.71 | 85.27 | 85.62 | 85.04 | 82.47 |
| 40 | 372 | 96 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 82.54 | 84.80 | 81.18 | 84.87 | 85.42 | 82.20 | 84.60 | 84.74 | 85.15 | 84.83 | 85.18 | 84.55 | 86.03 | 85.37 | 84.47 | 82.96 | 86.50 | 84.05 | 86.54 | 85.41 | 82.84 | 83.01 | 82.43 | 81.89 | 84.20 | 83.85 |
| 41 | 372 | 96 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 85.15 | 87.12 | 84.88 | 86.79 | 84.36 | 84.34 | 85.16 | 87.29 | 85.52 | 84.18 | 86.32 | 86.88 | 87.68 | 86.48 | 87.21 | 86.20 | 85.68 | 85.07 | 85.55 | 87.01 | 84.21 | 81.41 | 84.93 | 86.04 | 83.53 | 84.38 |
| 42 | 372 | 96 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 84.48 | 85.95 | 86.30 | 85.19 | 84.81 | 85.59 | 85.83 | 84.78 | 85.00 | 86.04 | 87.68 | 87.83 | 84.55 | 87.02 | 87.02 | 87.78 | 84.60 | 87.08 | 85.13 | 87.35 | 84.55 | 83.03 | 85.16 | 82.56 | 84.66 | 86.24 |
| 43 | 372 | 96 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 83.61 | 86.70 | 86.81 | 84.68 | 83.01 | 86.51 | 87.52 | 85.49 | 84.55 | 85.24 | 85.48 | 85.89 | 88.41 | 89.31 | 84.44 | 87.65 | 84.12 | 86.17 | 84.86 | 86.65 | 85.98 | 82.54 | 82.72 | 84.89 | 84.78 | 82.89 |
| 48 | 372 | 96 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 84.17 | 83.81 | 86.11 | 84.81 | 84.18 | 87.42 | 85.85 | 86.99 | 87.21 | 85.17 | 86.97 | 84.42 | 86.62 | 83.53 | 83.85 | 87.57 | 85.23 | 85.97 | 85.02 | 86.13 | 83.39 | 84.84 | 84.81 | 82.26 | 83.61 | 83.14 |
| 49 | 372 | 96 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 85.55 | 86.63 | 85.90 | 84.87 | 86.64 | 85.16 | 89.60 | 86.50 | 87.92 | 85.32 | 87.38 | 86.71 | 85.30 | 86.81 | 86.99 | 85.57 | 86.28 | 87.01 | 87.64 | 87.24 | 83.00 | 84.67 | 85.47 | 85.00 | 82.72 | 85.55 |
| 50 | 372 | 96 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 85.73 | 85.79 | 84.55 | 85.97 | 85.44 | 86.13 | 85.83 | 86.77 | 85.35 | 85.03 | 88.97 | 88.93 | 88.15 | 85.36 | 84.60 | 88.38 | 85.67 | 86.34 | 86.70 | 87.05 | 85.06 | 82.33 | 83.71 | 82.66 | 83.10 | 82.76 |
| 51 | 372 | 96 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 83.64 | 85.91 | 83.64 | 85.81 | 85.82 | 87.59 | 84.99 | 86.88 | 87.01 | 86.46 | 87.51 | 86.04 | 84.90 | 87.02 | 86.21 | 83.74 | 85.92 | 87.03 | 89.29 | 88.10 | 84.09 | 83.22 | 85.75 | 85.42 | 86.55 | 84.61 |
| 56 | 372 | 96 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 81.35 | 85.18 | 85.56 | 83.81 | 84.06 | 85.99 | 83.75 | 84.24 | 86.62 | 85.85 | 86.28 | 87.76 | 86.87 | 86.47 | 85.10 | 85.97 | 84.46 | 87.54 | 84.96 | 86.31 | 83.60 | 85.61 | 84.18 | 84.28 | 82.87 | 86.89 |
| 57 | 372 | 96 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 86.07 | 84.20 | 86.46 | 86.03 | 84.84 | 87.03 | 86.21 | 86.08 | 87.43 | 85.79 | 87.64 | 87.34 | 85.64 | 85.55 | 85.95 | 19.49 | 85.80 | 88.65 | 86.42 | 86.26 | 85.31 | 84.44 | 85.89 | 86.22 | 85.31 | 85.06 |
| 58 | 372 | 96 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 83.73 | 85.16 | 84.72 | 85.37 | 85.14 | 86.43 | 86.22 | 85.77 | 87.97 | 87.25 | 85.69 | 88.43 | 85.62 | 86.73 | 86.18 | 88.23 | 88.13 | 84.88 | 88.16 | 85.66 | 84.98 | 85.91 | 84.41 | 84.42 | 82.72 | 83.27 |
| 59 | 372 | 96 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 85.60 | 85.38 | 84.46 | 87.23 | 85.42 | 85.87 | 87.48 | 86.70 | 87.05 | 87.51 | 87.49 | 87.97 | 86.36 | 87.73 | 86.32 | 86.45 | 86.02 | 87.63 | 86.73 | 87.73 | 85.37 | 84.55 | 85.31 | 84.10 | 82.29 | 84.66 |
| 64 | 372 | 96 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 85.17 | 85.68 | 82.73 | 84.14 | 85.15 | 85.02 | 85.06 | 84.00 | 85.51 | 86.64 | 84.37 | 86.17 | 85.30 | 86.64 | 85.45 | 85.22 | 86.68 | 84.53 | 86.52 | 85.00 | 84.77 | 83.37 | 82.87 | 84.24 | 85.93 | 84.11 |
| 65 | 372 | 96 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 85.17 | 85.25 | 85.11 | 85.97 | 86.07 | 85.66 | 84.97 | 86.35 | 84.72 | 85.59 | 87.85 | 85.80 | 87.92 | 84.89 | 86.21 | 87.30 | 86.73 | 87.35 | 87.33 | 86.78 | 83.48 | 84.50 | 86.35 | 83.98 | 85.52 | 86.33 |
| 66 | 372 | 96 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 84.44 | 87.81 | 84.10 | 85.89 | 85.64 | 87.61 | 88.60 | 87.86 | 87.25 | 86.11 | 86.23 | 88.57 | 86.27 | 87.05 | 85.17 | 86.88 | 86.84 | 86.09 | 84.87 | 87.05 | 84.08 | 83.49 | 86.08 | 85.98 | 82.80 | 85.70 |
| 67 | 372 | 96 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 85.16 | 84.72 | 85.08 | 87.54 | 84.70 | 86.61 | 85.23 | 86.97 | 86.51 | 87.18 | 85.66 | 87.48 | 89.26 | 86.37 | 86.95 | 87.46 | 85.07 | 85.29 | 86.82 | 86.57 | 84.54 | 84.79 | 84.68 | 84.45 | 86.19 | 83.75 |
| 72 | 372 | 96 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 80.80 | 84.23 | 82.72 | 82.11 | 82.29 | 82.96 | 84.08 | 83.23 | 85.65 | 87.19 | 84.23 | 83.84 | 82.69 | 83.17 | 84.75 | 85.14 | 85.08 | 84.62 | 85.10 | 84.54 | 81.60 | 82.36 | 82.48 | 81.80 | 79.78 | 81.52 |
| 73 | 372 | 96 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 83.64 | 85.08 | 84.92 | 85.09 | 83.69 | 85.81 | 84.45 | 86.38 | 84.76 | 86.86 | 87.49 | 87.29 | 86.40 | 84.38 | 87.91 | 86.68 | 86.48 | 87.02 | 84.46 | 87.73 | 83.53 | 85.08 | 84.48 | 85.00 | 82.15 | 83.94 |
| 74 | 372 | 96 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 82.90 | 85.63 | 84.26 | 85.71 | 85.17 | 86.40 | 84.02 | 86.30 | 86.75 | 86.42 | 87.37 | 87.01 | 86.76 | 85.18 | 86.90 | 86.94 | 84.44 | 86.25 | 87.27 | 86.42 | 82.12 | 83.27 | 83.20 | 83.27 | 84.87 | 84.50 |
| 75 | 372 | 96 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 82.79 | 83.56 | 82.43 | 83.32 | 84.49 | 85.31 | 84.74 | 83.56 | 85.91 | 86.32 | 86.82 | 86.90 | 85.45 | 85.71 | 85.16 | 84.95 | 84.54 | 86.26 | 87.21 | 85.23 | 82.93 | 82.60 | 83.72 | 83.64 | 81.17 | 82.01 |
| 80 | 372 | 96 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 82.44 | 84.13 | 83.42 | 82.07 | 82.52 | 86.11 | 85.30 | 84.17 | 85.69 | 83.03 | 85.03 | 85.27 | 84.72 | 82.11 | 83.80 | 82.76 | 83.67 | 85.85 | 85.36 | 83.65 | 82.98 | 75.15 | 82.25 | 83.09 | 81.38 | 83.02 |
| 81 | 372 | 96 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.02 | 83.43 | 82.92 | 85.07 | 83.43 | 85.07 | 86.62 | 84.09 | 85.93 | 86.25 | 86.74 | 84.44 | 85.02 | 85.64 | 85.81 | 87.51 | 85.33 | 86.47 | 86.90 | 85.91 | 81.94 | 84.13 | 85.43 | 82.94 | 85.24 | 84.18 |
| 82 | 372 | 96 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 84.12 | 84.36 | 87.32 | 86.08 | 84.74 | 86.58 | 85.68 | 85.00 | 86.84 | 86.12 | 85.39 | 85.75 | 84.89 | 84.97 | 86.08 | 86.76 | 86.02 | 87.41 | 86.93 | 84.99 | 86.19 | 84.13 | 85.23 | 85.16 | 85.18 | 82.39 |
| 83 | 372 | 96 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 84.67 | 84.43 | 83.47 | 85.62 | 85.63 | 85.86 | 87.59 | 84.92 | 86.77 | 84.18 | 86.25 | 87.34 | 88.02 | 84.23 | 85.61 | 86.45 | 85.34 | 88.76 | 87.35 | 85.51 | 85.18 | 82.95 | 85.55 | 84.33 | 84.90 | 86.90 |
| 88 | 372 | 96 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 83.09 | 84.08 | 81.80 | 81.57 | 84.30 | 86.16 | 81.82 | 84.51 | 86.87 | 84.68 | 85.75 | 83.91 | 86.42 | 84.57 | 82.15 | 84.63 | 85.71 | 84.75 | 84.37 | 84.62 | 83.46 | 80.37 | 83.22 | 81.42 | 82.57 | 82.99 |
| 89 | 372 | 96 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 83.45 | 84.39 | 85.69 | 84.91 | 83.15 | 86.19 | 86.82 | 87.64 | 87.70 | 87.95 | 86.62 | 85.52 | 83.76 | 86.60 | 84.43 | 86.40 | 86.41 | 86.16 | 84.94 | 85.87 | 86.76 | 83.94 | 82.86 | 84.20 | 83.82 | 85.08 |
| 90 | 372 | 96 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 82.36 | 84.97 | 85.45 | 86.00 | 83.01 | 84.83 | 85.43 | 88.12 | 86.54 | 85.46 | 85.02 | 87.23 | 86.27 | 87.11 | 86.31 | 85.10 | 86.69 | 85.21 | 84.55 | 87.52 | 83.03 | 81.11 | 84.94 | 82.15 | 83.67 | 82.02 |
| 91 | 372 | 96 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 82.99 | 85.37 | 85.99 | 84.31 | 85.83 | 85.97 | 87.00 | 87.02 | 84.41 | 86.68 | 87.65 | 84.56 | 86.88 | 85.42 | 86.75 | 86.62 | 86.10 | 85.93 | 85.95 | 86.33 | 85.14 | 84.28 | 84.46 | 85.38 | 85.07 | 84.37 |
| 96 | 372 | 96 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 84.49 | 84.03 | 82.61 | 85.17 | 83.87 | 86.05 | 86.24 | 83.61 | 84.55 | 83.30 | 85.92 | 83.88 | 84.76 | 84.86 | 85.37 | 85.96 | 83.24 | 85.46 | 84.93 | 87.75 | 82.51 | 84.08 | 83.49 | 82.08 | 82.44 | 85.91 |
| 97 | 372 | 96 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 82.30 | 85.44 | 84.03 | 85.98 | 83.37 | 85.47 | 86.46 | 86.21 | 85.22 | 86.33 | 85.15 | 86.33 | 86.60 | 85.63 | 86.43 | 86.73 | 85.61 | 86.67 | 85.93 | 86.27 | 84.17 | 85.78 | 84.05 | 84.25 | 84.65 | 83.90 |
| 98 | 372 | 96 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 82.91 | 86.95 | 84.38 | 85.13 | 84.84 | 85.93 | 85.65 | 86.48 | 86.32 | 85.98 | 86.47 | 86.94 | 88.15 | 85.90 | 86.29 | 88.43 | 85.48 | 87.03 | 87.67 | 87.13 | 86.30 | 83.37 | 84.61 | 84.02 | 85.29 | 84.06 |
| 99 | 372 | 96 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 85.07 | 85.58 | 87.23 | 85.57 | 83.36 | 85.87 | 86.21 | 87.38 | 84.81 | 84.90 | 87.39 | 87.55 | 88.20 | 87.25 | 85.21 | 88.30 | 87.59 | 88.04 | 88.34 | 86.42 | 83.55 | 84.31 | 83.20 | 84.20 | 82.94 | 84.91 |
| 104 | 372 | 96 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 83.25 | 84.71 | 86.15 | 84.46 | 84.64 | 85.42 | 82.97 | 83.92 | 86.05 | 87.41 | 85.61 | 86.26 | 83.74 | 84.26 | 82.80 | 86.08 | 84.95 | 84.54 | 86.15 | 85.03 | 83.42 | 83.87 | 82.68 | 83.75 | 84.75 | 84.52 |
| 105 | 372 | 96 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 83.79 | 85.67 | 86.57 | 86.21 | 84.36 | 85.73 | 85.50 | 85.64 | 86.96 | 85.68 | 85.59 | 86.16 | 87.31 | 85.02 | 88.44 | 86.50 | 85.99 | 87.33 | 87.31 | 86.96 | 84.71 | 85.68 | 85.16 | 85.73 | 84.64 | 85.57 |
| 106 | 372 | 96 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.38 | 84.59 | 85.25 | 86.16 | 85.08 | 85.64 | 87.23 | 85.73 | 85.67 | 86.35 | 87.92 | 86.38 | 87.21 | 86.30 | 86.26 | 87.80 | 86.86 | 86.64 | 86.80 | 86.82 | 85.53 | 83.99 | 85.32 | 83.92 | 87.54 | 83.89 |
| 107 | 372 | 96 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 83.03 | 85.40 | 84.69 | 85.02 | 85.50 | 87.30 | 88.00 | 88.46 | 87.69 | 85.15 | 87.41 | 86.36 | 85.93 | 85.86 | 87.55 | 86.46 | 86.85 | 86.14 | 86.11 | 87.09 | 86.15 | 84.08 | 86.63 | 81.97 | 85.92 | 84.34 |
| 112 | 372 | 96 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 82.32 | 83.61 | 85.29 | 81.57 | 83.25 | 86.08 | 84.65 | 84.74 | 84.79 | 85.25 | 87.31 | 85.13 | 85.20 | 86.28 | 85.94 | 85.38 | 83.25 | 84.01 | 84.36 | 86.10 | 83.22 | 84.55 | 86.24 | 81.68 | 82.99 | 84.87 |
| 113 | 372 | 96 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 85.64 | 85.12 | 84.89 | 83.02 | 86.45 | 87.23 | 84.49 | 87.55 | 85.39 | 86.09 | 85.37 | 86.82 | 85.83 | 87.69 | 86.60 | 86.95 | 85.63 | 86.87 | 89.03 | 87.29 | 86.53 | 84.77 | 84.40 | 85.42 | 85.45 | 84.15 |
| 114 | 372 | 96 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 85.94 | 86.19 | 85.08 | 85.61 | 86.04 | 87.47 | 87.29 | 88.53 | 84.84 | 86.64 | 86.45 | 88.26 | 88.49 | 86.04 | 88.04 | 86.24 | 87.50 | 85.97 | 86.65 | 84.98 | 85.44 | 84.42 | 83.81 | 83.80 | 83.71 | 84.06 |
| 115 | 372 | 96 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 83.05 | 86.30 | 86.50 | 86.41 | 86.17 | 87.25 | 86.68 | 85.81 | 88.39 | 85.60 | 85.85 | 87.50 | 87.33 | 86.90 | 85.71 | 85.56 | 84.44 | 88.23 | 87.00 | 88.78 | 84.73 | 84.49 | 87.10 | 84.29 | 84.22 | 84.72 |
| 120 | 372 | 96 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 84.12 | 83.09 | 84.48 | 85.53 | 84.39 | 83.70 | 83.96 | 85.83 | 85.13 | 84.49 | 86.44 | 86.22 | 85.29 | 85.08 | 84.67 | 86.25 | 86.15 | 85.66 | 85.33 | 83.50 | 83.54 | 83.53 | 83.59 | 82.39 | 82.65 | 83.57 |
| 121 | 372 | 96 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 85.97 | 87.93 | 88.89 | 86.35 | 85.79 | 87.61 | 87.02 | 85.48 | 87.28 | 87.08 | 88.34 | 86.57 | 86.16 | 87.35 | 86.45 | 87.33 | 85.90 | 88.45 | 89.02 | 87.04 | 85.51 | 84.34 | 86.39 | 84.07 | 86.36 | 82.11 |
| 122 | 372 | 96 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.47 | 85.90 | 87.07 | 86.46 | 87.08 | 87.39 | 87.17 | 85.21 | 88.70 | 85.21 | 84.97 | 86.12 | 86.69 | 86.58 | 85.32 | 87.21 | 85.57 | 86.88 | 86.58 | 86.79 | 81.78 | 84.27 | 85.84 | 86.29 | 83.36 | 84.26 |
| 123 | 372 | 96 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 84.07 | 85.25 | 86.42 | 85.35 | 86.14 | 88.83 | 86.45 | 84.40 | 86.60 | 87.10 | 86.79 | 86.81 | 88.67 | 87.80 | 86.54 | 86.83 | 86.30 | 86.39 | 87.02 | 86.93 | 84.51 | 84.13 | 83.52 | 83.54 | 85.47 | 86.60 |
| 128 | 372 | 96 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 84.29 | 84.77 | 84.48 | 85.06 | 85.31 | 86.14 | 85.78 | 84.54 | 86.86 | 85.62 | 85.96 | 86.30 | 85.72 | 86.49 | 85.77 | 84.82 | 85.48 | 87.72 | 85.93 | 87.97 | 85.51 | 83.23 | 84.08 | 84.54 | 86.29 | 82.85 |
| 129 | 372 | 96 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 85.31 | 85.54 | 83.16 | 87.98 | 86.90 | 86.10 | 88.15 | 87.33 | 86.63 | 86.81 | 86.83 | 85.47 | 86.36 | 87.80 | 86.76 | 86.90 | 86.46 | 86.49 | 86.80 | 85.70 | 83.78 | 81.85 | 86.24 | 82.84 | 84.18 | 84.30 |
| 130 | 372 | 96 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 83.64 | 85.62 | 87.89 | 87.44 | 83.77 | 86.44 | 86.58 | 85.61 | 84.93 | 86.57 | 87.59 | 87.57 | 85.95 | 86.65 | 84.91 | 84.45 | 87.34 | 86.57 | 85.65 | 88.01 | 83.43 | 83.66 | 84.76 | 85.21 | 84.32 | 84.57 |
| 131 | 372 | 96 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 86.35 | 85.94 | 87.41 | 86.66 | 85.25 | 86.94 | 86.43 | 84.27 | 87.64 | 85.71 | 85.46 | 85.93 | 88.55 | 86.44 | 88.62 | 86.65 | 86.82 | 86.43 | 87.16 | 87.54 | 84.51 | 82.64 | 86.77 | 86.49 | 85.73 | 85.62 |
| 136 | 372 | 96 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 86.21 | 85.02 | 85.33 | 86.45 | 85.43 | 84.65 | 86.11 | 86.09 | 87.26 | 84.59 | 86.77 | 86.42 | 85.98 | 85.82 | 84.85 | 84.49 | 85.76 | 85.47 | 86.81 | 86.07 | 83.80 | 83.22 | 84.29 | 82.94 | 85.38 | 82.03 |
| 137 | 372 | 96 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 85.56 | 85.52 | 85.43 | 86.40 | 85.26 | 87.30 | 85.77 | 85.95 | 88.32 | 84.70 | 86.23 | 86.42 | 84.57 | 86.48 | 84.76 | 85.90 | 84.79 | 87.89 | 87.47 | 87.06 | 85.24 | 84.46 | 84.83 | 84.61 | 86.33 | 85.58 |
| 138 | 372 | 96 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.18 | 86.98 | 84.78 | 86.01 | 85.96 | 87.83 | 89.07 | 86.99 | 84.99 | 87.07 | 88.16 | 85.23 | 85.20 | 83.87 | 87.47 | 87.29 | 87.36 | 87.89 | 86.69 | 85.30 | 84.95 | 84.50 | 82.90 | 87.15 | 85.89 | 88.43 |
| 139 | 372 | 96 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 85.85 | 87.49 | 84.42 | 85.05 | 85.18 | 86.77 | 87.21 | 87.38 | 88.44 | 86.38 | 85.29 | 86.99 | 86.96 | 85.01 | 87.65 | 86.09 | 86.10 | 85.54 | 85.43 | 86.91 | 84.17 | 84.56 | 86.29 | 85.07 | 84.06 | 84.65 |
| 144 | 372 | 96 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.75 | 87.27 | 87.64 | 86.42 | 84.71 | 88.10 | 86.96 | 86.68 | 87.25 | 86.20 | 87.90 | 88.44 | 87.59 | 87.23 | 88.25 | 88.56 | 85.72 | 87.66 | 88.16 | 87.77 | 87.39 | 83.69 | 86.43 | 84.94 | 86.83 | 85.05 |
| 145 | 372 | 96 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.86 | 86.70 | 87.65 | 85.71 | 86.13 | 88.33 | 87.73 | 85.64 | 85.70 | 87.36 | 87.66 | 87.17 | 88.68 | 89.18 | 85.67 | 87.48 | 87.11 | 88.70 | 88.28 | 89.69 | 87.01 | 84.65 | 85.87 | 88.20 | 86.26 | 84.83 |
| 146 | 372 | 96 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.86 | 88.70 | 86.91 | 87.37 | 87.18 | 88.75 | 89.15 | 86.07 | 88.34 | 87.60 | 87.96 | 86.75 | 88.51 | 87.45 | 86.16 | 88.50 | 88.06 | 86.61 | 87.99 | 87.89 | 87.08 | 84.50 | 88.12 | 88.14 | 85.70 | 87.80 |
| 147 | 372 | 96 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.11 | 87.20 | 87.24 | 88.20 | 86.01 | 88.98 | 88.52 | 87.32 | 88.07 | 87.64 | 86.29 | 87.82 | 87.72 | 86.89 | 86.00 | 87.39 | 87.48 | 87.20 | 87.51 | 87.91 | 87.91 | 87.28 | 88.28 | 85.33 | 86.85 | 85.96 |
| 152 | 372 | 96 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 85.68 | 86.49 | 86.57 | 87.25 | 88.19 | 87.29 | 85.76 | 86.70 | 86.63 | 86.34 | 86.79 | 87.62 | 87.40 | 85.81 | 87.28 | 87.58 | 86.41 | 87.46 | 87.26 | 87.14 | 84.77 | 83.44 | 88.24 | 84.63 | 86.24 | 84.78 |
| 153 | 372 | 96 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 85.78 | 86.41 | 87.70 | 86.84 | 86.33 | 88.12 | 87.99 | 87.92 | 88.69 | 87.31 | 85.47 | 88.47 | 87.64 | 86.82 | 87.47 | 87.53 | 87.65 | 88.71 | 85.58 | 88.51 | 88.52 | 85.59 | 87.15 | 85.52 | 88.89 | 87.20 |
| 154 | 372 | 96 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.05 | 86.21 | 87.56 | 87.42 | 86.81 | 87.68 | 88.15 | 88.68 | 87.64 | 87.51 | 87.41 | 87.54 | 88.25 | 87.26 | 88.16 | 88.22 | 87.24 | 88.41 | 87.96 | 85.84 | 87.22 | 84.03 | 85.93 | 85.12 | 86.97 | 87.70 |
| 155 | 372 | 96 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.06 | 88.04 | 88.80 | 85.13 | 85.44 | 85.67 | 86.78 | 88.21 | 87.89 | 87.43 | 88.11 | 88.79 | 88.40 | 86.72 | 87.05 | 88.11 | 87.35 | 86.58 | 88.09 | 87.49 | 87.21 | 85.14 | 87.02 | 84.93 | 85.78 | 88.49 |
| 160 | 372 | 96 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 85.13 | 86.57 | 86.53 | 86.54 | 87.09 | 88.34 | 87.22 | 86.82 | 87.32 | 88.09 | 88.98 | 87.94 | 89.62 | 88.16 | 86.25 | 87.92 | 86.83 | 88.58 | 88.35 | 87.89 | 83.93 | 87.36 | 85.53 | 86.85 | 86.87 | 86.41 |
| 161 | 372 | 96 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.41 | 87.54 | 86.26 | 86.79 | 86.89 | 87.64 | 87.15 | 86.78 | 86.56 | 86.83 | 88.04 | 87.08 | 89.20 | 86.90 | 87.60 | 87.09 | 87.11 | 86.33 | 87.02 | 86.88 | 86.00 | 84.90 | 88.27 | 84.61 | 85.81 | 85.00 |
| 162 | 372 | 96 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 85.96 | 85.66 | 86.12 | 88.21 | 86.42 | 87.13 | 87.68 | 86.88 | 87.87 | 86.54 | 87.92 | 87.32 | 87.26 | 86.75 | 85.51 | 88.59 | 88.17 | 89.32 | 86.43 | 87.67 | 85.85 | 87.07 | 87.89 | 83.38 | 86.87 | 87.06 |
| 163 | 372 | 96 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.34 | 87.89 | 87.59 | 89.14 | 87.05 | 87.06 | 85.84 | 88.23 | 87.96 | 87.16 | 87.70 | 88.38 | 87.48 | 86.73 | 87.66 | 88.11 | 86.98 | 88.74 | 87.88 | 86.54 | 85.93 | 86.43 | 83.93 | 85.28 | 86.52 | 86.44 |
| 168 | 372 | 96 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.36 | 87.23 | 86.75 | 87.78 | 88.21 | 88.82 | 87.44 | 87.43 | 86.59 | 88.14 | 87.79 | 86.71 | 88.48 | 88.74 | 86.87 | 87.67 | 88.32 | 87.82 | 89.00 | 87.34 | 87.45 | 84.43 | 86.94 | 86.57 | 85.75 | 85.81 |
| 169 | 372 | 96 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.82 | 87.10 | 86.52 | 87.14 | 87.33 | 88.47 | 88.43 | 87.62 | 87.40 | 88.00 | 88.06 | 88.63 | 88.03 | 86.34 | 86.10 | 88.58 | 87.51 | 88.25 | 89.07 | 88.10 | 88.97 | 87.62 | 87.73 | 86.58 | 87.48 | 84.67 |
| 170 | 372 | 96 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.91 | 86.49 | 86.42 | 86.79 | 87.79 | 88.55 | 88.23 | 87.42 | 87.96 | 87.45 | 88.61 | 88.16 | 89.35 | 87.59 | 86.32 | 88.16 | 86.22 | 87.64 | 87.45 | 88.11 | 86.87 | 86.77 | 88.23 | 87.16 | 87.58 | 85.98 |
| 171 | 372 | 96 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 85.58 | 86.73 | 87.16 | 86.40 | 88.10 | 88.66 | 86.23 | 87.19 | 86.76 | 87.41 | 88.13 | 87.39 | 87.44 | 88.48 | 87.36 | 89.21 | 86.33 | 86.11 | 88.06 | 88.31 | 85.97 | 87.38 | 87.11 | 85.77 | 84.98 | 86.38 |
| 176 | 372 | 96 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.42 | 86.66 | 85.95 | 87.65 | 86.58 | 87.19 | 85.48 | 87.15 | 86.64 | 87.52 | 88.99 | 87.58 | 87.57 | 87.45 | 87.25 | 88.02 | 86.99 | 89.01 | 88.67 | 88.56 | 85.51 | 85.24 | 88.29 | 84.09 | 87.31 | 86.09 |
| 177 | 372 | 96 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.81 | 86.77 | 86.95 | 87.09 | 85.18 | 87.79 | 86.80 | 88.65 | 88.59 | 86.84 | 88.24 | 87.93 | 89.72 | 87.89 | 86.88 | 87.46 | 87.81 | 89.70 | 86.82 | 88.78 | 85.08 | 85.43 | 87.93 | 84.91 | 87.59 | 87.55 |
| 178 | 372 | 96 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.58 | 86.96 | 87.71 | 86.32 | 89.07 | 86.92 | 87.07 | 87.58 | 88.22 | 85.82 | 88.15 | 87.94 | 86.05 | 88.64 | 87.63 | 86.98 | 88.07 | 88.79 | 87.98 | 88.33 | 87.43 | 87.08 | 89.36 | 86.30 | 85.81 | 86.69 |
| 179 | 372 | 96 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 85.41 | 86.31 | 87.55 | 87.80 | 86.74 | 88.44 | 86.46 | 87.52 | 88.47 | 87.09 | 88.96 | 88.78 | 88.98 | 87.37 | 85.41 | 88.88 | 86.87 | 87.36 | 87.67 | 89.02 | 86.41 | 86.83 | 84.69 | 85.60 | 87.34 | 87.04 |
| 184 | 372 | 96 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.39 | 86.77 | 87.01 | 87.03 | 88.47 | 87.39 | 86.72 | 88.06 | 87.52 | 87.44 | 87.70 | 86.20 | 88.91 | 87.95 | 86.41 | 88.79 | 87.54 | 88.21 | 87.91 | 87.78 | 84.95 | 85.65 | 87.21 | 86.67 | 86.27 | 86.10 |
| 185 | 372 | 96 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.66 | 86.22 | 86.32 | 86.09 | 86.81 | 87.30 | 85.46 | 87.82 | 87.81 | 87.25 | 84.87 | 87.30 | 87.04 | 86.28 | 85.37 | 86.84 | 88.39 | 89.07 | 88.24 | 88.24 | 85.88 | 85.45 | 85.26 | 83.91 | 86.10 | 87.25 |
| 186 | 372 | 96 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 85.23 | 87.62 | 87.64 | 86.99 | 87.58 | 87.82 | 86.95 | 87.35 | 88.21 | 86.60 | 87.14 | 87.63 | 87.85 | 87.12 | 84.74 | 85.97 | 87.33 | 88.71 | 85.90 | 86.98 | 85.71 | 87.04 | 85.69 | 84.65 | 86.53 | 87.50 |
| 187 | 372 | 96 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.21 | 86.81 | 87.92 | 88.75 | 86.84 | 87.69 | 86.88 | 88.16 | 88.35 | 86.30 | 88.10 | 86.25 | 88.57 | 87.24 | 86.42 | 87.89 | 89.04 | 88.03 | 88.22 | 86.97 | 86.00 | 84.95 | 86.24 | 84.78 | 87.62 | 84.54 |
| 192 | 372 | 96 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 85.95 | 87.30 | 86.36 | 87.24 | 87.11 | 86.63 | 87.57 | 87.22 | 87.28 | 87.49 | 88.19 | 86.43 | 88.14 | 87.04 | 88.03 | 86.99 | 86.95 | 88.03 | 87.50 | 88.54 | 86.86 | 86.43 | 88.12 | 87.22 | 85.84 | 86.12 |
| 193 | 372 | 96 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 86.94 | 87.93 | 87.00 | 87.08 | 87.30 | 87.49 | 87.27 | 88.21 | 88.30 | 88.24 | 87.72 | 86.88 | 88.83 | 87.68 | 88.40 | 88.26 | 86.45 | 88.85 | 88.46 | 88.74 | 84.63 | 85.91 | 88.63 | 84.57 | 85.71 | 86.07 |
| 194 | 372 | 96 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 87.87 | 86.57 | 85.61 | 86.73 | 87.01 | 87.58 | 87.19 | 87.80 | 88.08 | 88.52 | 87.19 | 87.88 | 86.83 | 88.87 | 86.22 | 86.30 | 86.69 | 87.04 | 87.84 | 87.63 | 87.05 | 86.75 | 86.94 | 84.97 | 88.52 | 86.25 |
| 195 | 372 | 96 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 86.56 | 87.78 | 87.58 | 86.33 | 88.24 | 87.64 | 86.78 | 87.77 | 87.79 | 88.43 | 88.47 | 88.36 | 88.44 | 87.43 | 86.69 | 89.02 | 87.30 | 88.17 | 87.97 | 88.87 | 86.29 | 86.55 | 86.15 | 85.98 | 86.76 | 87.05 |
| 200 | 372 | 96 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 86.64 | 87.20 | 86.23 | 85.81 | 86.97 | 87.29 | 88.75 | 87.21 | 87.39 | 87.41 | 88.24 | 88.50 | 88.51 | 86.86 | 86.01 | 88.59 | 87.03 | 89.21 | 87.85 | 87.58 | 88.89 | 87.91 | 86.61 | 84.32 | 87.18 | 87.14 |
| 201 | 372 | 96 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.41 | 87.32 | 87.49 | 85.95 | 87.06 | 88.48 | 88.11 | 87.01 | 86.56 | 85.25 | 87.27 | 88.38 | 88.91 | 86.32 | 87.22 | 89.28 | 86.77 | 88.72 | 88.26 | 87.04 | 84.51 | 85.41 | 87.28 | 85.10 | 86.93 | 86.66 |
| 202 | 372 | 96 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 86.70 | 87.57 | 86.32 | 87.50 | 85.65 | 87.18 | 86.51 | 88.32 | 87.02 | 87.51 | 87.99 | 88.22 | 87.20 | 86.39 | 86.76 | 88.26 | 89.29 | 87.96 | 87.90 | 88.63 | 88.16 | 87.42 | 87.52 | 84.71 | 84.60 | 87.83 |
| 203 | 372 | 96 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 86.12 | 86.97 | 85.95 | 86.60 | 87.77 | 88.31 | 86.07 | 87.69 | 86.61 | 88.91 | 88.24 | 87.22 | 87.23 | 87.01 | 86.15 | 88.14 | 87.03 | 87.73 | 88.40 | 88.55 | 86.70 | 84.39 | 88.60 | 85.48 | 87.90 | 86.06 |
| 208 | 372 | 96 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 86.39 | 87.25 | 87.85 | 87.21 | 87.70 | 89.05 | 85.63 | 86.82 | 87.17 | 87.03 | 89.04 | 88.07 | 86.32 | 87.65 | 86.21 | 87.92 | 86.76 | 87.65 | 88.13 | 86.86 | 87.10 | 85.30 | 87.71 | 86.18 | 86.80 | 87.67 |
| 209 | 372 | 96 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 85.81 | 88.15 | 87.68 | 85.36 | 88.63 | 86.70 | 87.96 | 86.81 | 88.66 | 87.29 | 87.39 | 86.91 | 87.24 | 85.77 | 86.43 | 88.25 | 86.41 | 88.29 | 86.95 | 86.09 | 86.81 | 85.91 | 86.06 | 85.95 | 87.18 | 87.56 |
| 210 | 372 | 96 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 85.67 | 85.75 | 86.58 | 87.34 | 84.76 | 88.57 | 87.34 | 88.13 | 85.71 | 89.00 | 86.95 | 88.82 | 87.80 | 86.62 | 86.49 | 88.54 | 86.89 | 88.61 | 86.34 | 89.01 | 83.73 | 86.11 | 83.66 | 87.05 | 86.25 | 86.75 |
| 211 | 372 | 96 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 86.78 | 87.07 | 87.56 | 86.81 | 86.98 | 87.67 | 86.57 | 86.50 | 85.67 | 87.27 | 87.69 | 88.44 | 87.45 | 86.00 | 86.53 | 88.77 | 86.37 | 88.19 | 88.03 | 88.86 | 85.78 | 85.50 | 87.64 | 85.92 | 87.49 | 87.68 |
| 216 | 372 | 96 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.78 | 87.16 | 86.73 | 86.86 | 87.73 | 87.69 | 86.24 | 87.03 | 87.15 | 88.38 | 87.48 | 86.55 | 88.25 | 88.31 | 88.87 | 87.66 | 86.46 | 88.93 | 88.62 | 86.51 | 88.29 | 86.04 | 87.96 | 85.89 | 87.47 | 85.49 |
| 217 | 372 | 96 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.42 | 87.10 | 86.63 | 87.87 | 87.32 | 87.40 | 87.86 | 88.12 | 87.83 | 87.21 | 87.62 | 88.03 | 89.40 | 89.40 | 87.43 | 88.18 | 86.81 | 87.66 | 88.57 | 88.49 | 87.66 | 87.04 | 88.99 | 86.22 | 89.87 | 86.02 |
| 218 | 372 | 96 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.78 | 87.39 | 85.85 | 87.10 | 88.23 | 87.85 | 87.30 | 87.66 | 87.89 | 86.94 | 88.73 | 87.05 | 88.15 | 87.90 | 87.61 | 89.63 | 88.94 | 88.27 | 88.74 | 89.12 | 86.40 | 84.33 | 87.99 | 86.68 | 85.42 | 85.61 |
| 219 | 372 | 96 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 84.88 | 88.06 | 87.11 | 87.81 | 86.73 | 87.18 | 87.48 | 87.78 | 86.88 | 88.72 | 87.55 | 87.28 | 87.97 | 87.65 | 88.64 | 87.57 | 88.01 | 88.25 | 87.43 | 88.41 | 86.39 | 87.02 | 88.18 | 86.94 | 86.97 | 87.58 |
| 224 | 372 | 96 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 86.37 | 86.20 | 87.43 | 89.00 | 87.58 | 87.15 | 88.01 | 85.85 | 87.25 | 86.79 | 87.43 | 86.86 | 88.06 | 87.98 | 86.96 | 87.82 | 88.49 | 88.92 | 87.47 | 88.29 | 85.86 | 86.78 | 85.66 | 85.29 | 87.52 | 87.53 |
| 225 | 372 | 96 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 85.80 | 88.43 | 86.99 | 86.84 | 88.33 | 88.15 | 87.76 | 88.16 | 87.26 | 87.59 | 88.68 | 88.51 | 87.81 | 88.34 | 86.37 | 88.06 | 86.80 | 88.21 | 88.83 | 88.26 | 87.21 | 85.69 | 85.24 | 85.87 | 87.20 | 84.27 |
| 226 | 372 | 96 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.70 | 86.53 | 86.75 | 87.20 | 85.81 | 88.53 | 89.06 | 88.48 | 87.23 | 89.02 | 86.86 | 89.00 | 88.67 | 87.08 | 85.64 | 89.39 | 88.51 | 88.11 | 88.78 | 87.78 | 86.39 | 87.99 | 87.68 | 85.73 | 87.48 | 88.35 |
| 227 | 372 | 96 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.69 | 88.88 | 87.38 | 85.97 | 86.81 | 87.35 | 87.74 | 87.42 | 87.09 | 87.41 | 88.51 | 88.13 | 86.38 | 85.90 | 86.85 | 88.00 | 89.55 | 87.97 | 88.52 | 88.80 | 85.50 | 86.26 | 89.25 | 85.00 | 89.18 | 87.93 |
| 232 | 372 | 96 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.50 | 87.49 | 86.48 | 86.52 | 88.20 | 87.84 | 86.73 | 87.50 | 86.73 | 87.01 | 88.10 | 86.30 | 87.56 | 87.80 | 85.01 | 88.13 | 87.19 | 86.77 | 89.09 | 87.29 | 86.13 | 86.55 | 83.78 | 85.27 | 84.26 | 87.34 |
| 233 | 372 | 96 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.43 | 85.73 | 87.64 | 86.56 | 87.11 | 88.50 | 87.81 | 86.99 | 86.39 | 87.38 | 86.41 | 88.32 | 87.33 | 86.32 | 84.68 | 88.22 | 86.73 | 89.35 | 88.63 | 88.58 | 86.51 | 84.72 | 89.11 | 85.46 | 86.38 | 87.46 |
| 234 | 372 | 96 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.90 | 86.72 | 86.63 | 87.59 | 87.10 | 88.16 | 86.68 | 87.96 | 87.08 | 87.62 | 87.10 | 88.54 | 89.94 | 86.67 | 86.20 | 88.57 | 87.66 | 86.75 | 88.46 | 87.84 | 86.36 | 86.70 | 88.11 | 84.94 | 84.57 | 85.99 |
| 235 | 372 | 96 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.90 | 86.40 | 88.20 | 86.93 | 86.51 | 87.01 | 86.39 | 86.00 | 86.56 | 87.08 | 87.03 | 89.65 | 90.04 | 87.45 | 87.04 | 85.84 | 88.33 | 88.19 | 87.89 | 87.78 | 87.29 | 86.75 | 88.03 | 86.54 | 86.42 | 86.87 |
| 240 | 372 | 96 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.86 | 86.77 | 86.86 | 87.90 | 87.35 | 87.85 | 87.65 | 87.47 | 87.46 | 86.59 | 88.23 | 87.51 | 85.56 | 88.29 | 87.85 | 87.85 | 85.95 | 87.91 | 88.35 | 87.84 | 88.24 | 86.54 | 86.60 | 86.19 | 87.31 | 86.73 |
| 241 | 372 | 96 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.29 | 87.60 | 86.49 | 87.97 | 87.46 | 88.88 | 89.20 | 88.44 | 88.17 | 87.37 | 88.59 | 88.20 | 88.79 | 88.88 | 86.21 | 88.80 | 86.93 | 88.41 | 88.79 | 88.31 | 86.88 | 86.31 | 87.99 | 87.76 | 88.10 | 87.62 |
| 242 | 372 | 96 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.29 | 89.17 | 85.78 | 87.41 | 86.91 | 88.43 | 86.67 | 86.81 | 88.40 | 87.57 | 88.02 | 88.31 | 88.52 | 87.04 | 87.78 | 87.86 | 86.06 | 87.85 | 87.67 | 88.02 | 88.24 | 87.52 | 87.91 | 89.05 | 88.42 | 86.49 |
| 243 | 372 | 96 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.50 | 87.28 | 85.38 | 85.92 | 85.90 | 87.43 | 89.25 | 88.12 | 86.89 | 87.74 | 88.34 | 87.89 | 87.33 | 88.77 | 86.86 | 89.70 | 86.35 | 88.74 | 89.26 | 87.02 | 86.16 | 86.94 | 89.09 | 87.60 | 87.29 | 87.19 |
| 248 | 372 | 96 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 86.94 | 86.71 | 85.35 | 86.55 | 87.59 | 88.98 | 86.54 | 87.96 | 86.77 | 87.41 | 87.65 | 88.52 | 88.49 | 89.20 | 87.92 | 88.51 | 87.15 | 87.29 | 88.70 | 87.17 | 87.01 | 85.72 | 88.17 | 85.88 | 88.03 | 87.39 |
| 249 | 372 | 96 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.24 | 86.66 | 86.36 | 86.93 | 86.92 | 87.24 | 88.26 | 87.91 | 88.25 | 87.63 | 87.30 | 86.62 | 87.46 | 87.68 | 88.23 | 87.59 | 89.20 | 88.50 | 88.55 | 88.64 | 86.15 | 85.72 | 88.61 | 87.50 | 87.29 | 87.18 |
| 250 | 372 | 96 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.55 | 86.87 | 86.97 | 87.74 | 85.98 | 87.79 | 86.75 | 88.60 | 87.68 | 87.45 | 87.92 | 88.36 | 88.80 | 88.71 | 86.01 | 88.61 | 88.16 | 87.88 | 87.90 | 87.98 | 86.92 | 86.90 | 85.81 | 87.46 | 86.47 | 86.88 |
| 251 | 372 | 96 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 85.37 | 87.94 | 87.09 | 86.89 | 86.69 | 88.07 | 87.09 | 86.85 | 88.47 | 86.14 | 88.33 | 88.06 | 88.86 | 86.95 | 86.38 | 88.84 | 86.37 | 88.04 | 88.96 | 88.07 | 86.56 | 84.99 | 88.61 | 85.12 | 87.69 | 88.14 |
| 256 | 372 | 96 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 86.25 | 85.80 | 86.90 | 87.60 | 86.76 | 86.59 | 89.00 | 87.02 | 87.04 | 87.14 | 88.07 | 89.06 | 88.85 | 87.20 | 88.29 | 86.95 | 86.72 | 88.04 | 88.25 | 89.52 | 87.08 | 86.46 | 86.26 | 84.74 | 83.80 | 88.49 |
| 257 | 372 | 96 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.45 | 87.85 | 86.88 | 87.12 | 87.29 | 88.14 | 88.08 | 88.27 | 87.19 | 88.32 | 88.76 | 88.67 | 87.44 | 87.64 | 87.36 | 87.71 | 86.98 | 88.23 | 88.81 | 87.87 | 84.97 | 85.13 | 87.38 | 85.16 | 85.13 | 87.13 |
| 258 | 372 | 96 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.32 | 87.85 | 85.75 | 87.17 | 87.03 | 88.10 | 87.33 | 87.26 | 87.03 | 87.56 | 87.61 | 88.31 | 87.64 | 88.33 | 85.21 | 87.70 | 87.51 | 89.07 | 88.18 | 87.95 | 85.62 | 87.25 | 85.77 | 84.76 | 87.62 | 86.50 |
| 259 | 372 | 96 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.63 | 87.41 | 87.81 | 87.24 | 88.03 | 86.69 | 88.75 | 87.05 | 87.06 | 87.30 | 88.71 | 88.03 | 87.56 | 88.41 | 86.70 | 87.75 | 87.39 | 88.03 | 87.97 | 88.15 | 85.83 | 87.10 | 89.00 | 84.75 | 85.62 | 85.35 |
| 264 | 372 | 96 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.83 | 87.66 | 86.73 | 86.74 | 85.91 | 88.30 | 86.85 | 88.22 | 87.88 | 86.90 | 88.29 | 89.44 | 89.49 | 88.69 | 87.00 | 88.57 | 87.15 | 88.07 | 88.43 | 87.44 | 87.57 | 88.33 | 89.31 | 86.79 | 86.90 | 83.80 |
| 265 | 372 | 96 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.91 | 88.06 | 86.46 | 87.81 | 87.10 | 86.96 | 87.41 | 87.65 | 87.95 | 88.30 | 88.36 | 87.59 | 87.13 | 87.29 | 87.26 | 87.13 | 87.60 | 89.21 | 88.44 | 88.62 | 88.67 | 88.15 | 86.55 | 87.05 | 86.46 | 87.11 |
| 266 | 372 | 96 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 87.24 | 86.53 | 86.13 | 87.45 | 87.45 | 88.57 | 87.34 | 87.24 | 87.12 | 88.00 | 87.48 | 88.95 | 89.92 | 87.31 | 87.57 | 88.70 | 88.98 | 88.48 | 87.92 | 88.41 | 88.09 | 86.87 | 89.34 | 85.38 | 88.77 | 86.00 |
| 267 | 372 | 96 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 86.58 | 87.23 | 86.61 | 87.50 | 87.18 | 88.57 | 86.98 | 86.94 | 88.93 | 86.83 | 87.01 | 86.49 | 88.56 | 87.95 | 86.20 | 88.66 | 88.76 | 88.93 | 88.67 | 88.15 | 87.79 | 86.20 | 87.35 | 85.29 | 86.62 | 86.84 |
| 272 | 372 | 96 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 86.94 | 86.41 | 86.88 | 86.25 | 87.16 | 87.10 | 85.48 | 87.48 | 88.19 | 87.37 | 86.86 | 87.04 | 87.50 | 87.91 | 88.18 | 88.30 | 88.21 | 87.14 | 88.04 | 88.35 | 87.05 | 86.21 | 87.95 | 85.80 | 87.88 | 87.15 |
| 273 | 372 | 96 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 86.74 | 89.59 | 87.09 | 87.82 | 86.29 | 87.68 | 87.39 | 87.34 | 87.47 | 87.71 | 87.56 | 88.36 | 88.90 | 87.94 | 86.32 | 87.75 | 87.48 | 88.19 | 88.36 | 88.01 | 86.14 | 85.61 | 88.22 | 85.72 | 87.14 | 87.38 |
| 274 | 372 | 96 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 87.05 | 85.50 | 86.80 | 85.02 | 88.07 | 86.74 | 88.18 | 86.92 | 87.61 | 88.38 | 88.02 | 87.35 | 88.80 | 87.48 | 87.80 | 89.94 | 86.28 | 87.94 | 88.60 | 87.27 | 86.14 | 87.22 | 87.20 | 86.81 | 87.53 | 85.30 |
| 275 | 372 | 96 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.43 | 88.00 | 86.37 | 85.88 | 86.99 | 86.41 | 87.28 | 87.44 | 86.56 | 87.22 | 88.87 | 88.50 | 88.26 | 87.20 | 87.62 | 87.61 | 86.75 | 88.66 | 87.22 | 87.90 | 87.12 | 85.77 | 87.99 | 86.66 | 86.94 | 85.93 |
| 280 | 372 | 96 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 86.53 | 86.64 | 87.64 | 87.95 | 84.85 | 88.11 | 87.22 | 86.66 | 87.72 | 85.07 | 86.57 | 86.82 | 86.39 | 87.26 | 87.48 | 88.01 | 87.63 | 88.15 | 88.50 | 87.36 | 88.08 | 84.65 | 86.65 | 87.39 | 86.99 | 87.58 |
| 281 | 372 | 96 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 86.33 | 88.06 | 86.60 | 87.10 | 85.78 | 87.64 | 87.63 | 86.72 | 87.98 | 86.57 | 88.61 | 88.33 | 88.95 | 85.93 | 89.08 | 87.74 | 87.33 | 86.53 | 88.48 | 87.08 | 86.67 | 85.24 | 86.95 | 85.54 | 85.84 | 85.67 |
| 282 | 372 | 96 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 85.35 | 87.91 | 85.74 | 86.78 | 85.98 | 88.43 | 86.21 | 86.92 | 87.83 | 87.36 | 86.70 | 87.99 | 88.61 | 87.39 | 86.66 | 88.65 | 87.39 | 87.49 | 86.89 | 87.62 | 86.76 | 84.53 | 88.63 | 87.26 | 87.08 | 87.15 |
| 283 | 372 | 96 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 86.31 | 87.35 | 85.50 | 85.36 | 86.49 | 86.54 | 87.62 | 87.26 | 88.52 | 86.39 | 87.88 | 88.36 | 86.69 | 86.65 | 87.89 | 89.35 | 87.17 | 87.33 | 87.08 | 86.37 | 87.04 | 85.91 | 86.33 | 87.97 | 86.13 | 86.09 |
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 372 | 96 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.68 | 86.69 | 87.33 | 85.10 | 85.66 | 87.44 | 86.27 | 85.53 | 86.52 | 86.58 | 88.09 | 86.17 | 89.27 | 85.22 | 85.61 | 88.54 | 83.36 | 88.25 | 89.18 | 87.98 | 85.91 | 86.34 | 88.96 | 86.53 | 87.16 | 85.47 |
| 1 | 372 | 96 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.17 | 87.37 | 86.76 | 87.77 | 86.41 | 88.03 | 86.89 | 89.66 | 89.32 | 87.82 | 86.75 | 85.81 | 89.26 | 85.52 | 85.28 | 89.17 | 88.59 | 88.97 | 88.01 | 88.70 | 88.00 | 86.73 | 89.03 | 86.84 | 87.23 | 87.03 |
| 2 | 372 | 96 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.53 | 88.84 | 88.20 | 87.11 | 87.68 | 86.67 | 88.53 | 88.08 | 87.18 | 86.88 | 87.15 | 87.57 | 89.12 | 89.24 | 86.06 | 85.39 | 85.62 | 84.77 | 87.91 | 86.05 | 87.99 | 86.12 | 87.32 | 86.55 | 85.80 | 85.91 |
| 3 | 372 | 96 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.68 | 88.91 | 86.99 | 87.21 | 89.19 | 86.21 | 88.00 | 87.84 | 89.84 | 87.80 | 90.13 | 89.45 | 89.16 | 87.79 | 88.73 | 88.45 | 89.51 | 90.03 | 87.53 | 89.97 | 87.85 | 86.83 | 88.22 | 86.07 | 85.88 | 86.30 |
| 8 | 372 | 96 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.05 | 87.06 | 87.19 | 87.00 | 85.85 | 86.62 | 86.61 | 86.48 | 87.95 | 88.02 | 87.82 | 87.90 | 89.00 | 86.84 | 84.83 | 88.74 | 88.07 | 87.32 | 87.84 | 87.24 | 89.09 | 87.49 | 89.25 | 88.46 | 85.89 | 87.66 |
| 9 | 372 | 96 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.92 | 88.34 | 88.64 | 86.79 | 89.53 | 88.19 | 89.40 | 87.03 | 90.07 | 89.79 | 89.37 | 89.05 | 90.35 | 88.20 | 90.26 | 89.48 | 88.53 | 87.05 | 90.39 | 89.41 | 89.79 | 89.09 | 90.60 | 89.15 | 86.45 | 89.69 |
| 10 | 372 | 96 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.40 | 88.08 | 87.24 | 89.05 | 87.24 | 87.83 | 87.01 | 90.07 | 88.73 | 86.60 | 87.95 | 86.04 | 90.64 | 88.39 | 86.51 | 87.78 | 89.35 | 90.15 | 88.63 | 89.57 | 87.50 | 88.38 | 87.15 | 88.22 | 85.80 | 88.27 |
| 11 | 372 | 96 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.47 | 87.01 | 89.36 | 91.40 | 87.37 | 89.29 | 89.63 | 90.46 | 89.79 | 90.04 | 87.23 | 88.11 | 87.39 | 89.88 | 87.82 | 88.59 | 89.41 | 87.65 | 89.76 | 88.08 | 88.81 | 87.63 | 86.86 | 88.24 | 86.34 | 88.30 |
| 16 | 372 | 96 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.23 | 88.96 | 88.95 | 90.25 | 88.53 | 87.64 | 90.19 | 89.21 | 88.99 | 86.92 | 89.00 | 88.60 | 88.76 | 91.55 | 88.75 | 89.87 | 87.62 | 88.18 | 87.88 | 89.61 | 89.20 | 89.33 | 88.73 | 89.19 | 89.19 | 88.86 |
| 17 | 372 | 96 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.74 | 89.11 | 84.44 | 89.67 | 87.83 | 85.63 | 90.59 | 87.98 | 90.58 | 88.69 | 87.77 | 89.02 | 88.09 | 88.21 | 87.85 | 88.88 | 88.25 | 88.93 | 89.01 | 91.49 | 90.49 | 86.79 | 89.06 | 88.95 | 89.46 | 88.68 |
| 18 | 372 | 96 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 85.87 | 87.84 | 86.61 | 87.76 | 85.56 | 86.81 | 87.10 | 88.77 | 89.75 | 86.08 | 86.50 | 19.58 | 89.36 | 89.43 | 88.13 | 88.23 | 89.99 | 89.54 | 90.22 | 90.06 | 87.22 | 87.16 | 85.72 | 89.32 | 85.65 | 88.94 |
| 19 | 372 | 96 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.62 | 87.76 | 89.25 | 88.80 | 89.71 | 86.77 | 90.11 | 88.45 | 90.43 | 90.83 | 90.74 | 87.42 | 90.49 | 88.06 | 87.49 | 88.35 | 89.51 | 89.24 | 89.78 | 90.27 | 88.60 | 87.63 | 90.56 | 87.56 | 86.26 | 88.48 |
| 24 | 372 | 96 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.45 | 86.84 | 89.28 | 86.84 | 85.65 | 86.22 | 86.35 | 87.09 | 88.05 | 83.70 | 86.88 | 83.67 | 88.60 | 84.79 | 83.42 | 86.91 | 85.92 | 86.86 | 87.71 | 85.21 | 90.86 | 85.46 | 88.51 | 86.83 | 86.66 | 86.99 |
| 25 | 372 | 96 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.42 | 89.38 | 88.42 | 89.58 | 89.86 | 87.72 | 89.09 | 89.63 | 88.46 | 88.31 | 88.72 | 88.03 | 88.94 | 86.89 | 86.23 | 90.29 | 89.38 | 88.93 | 90.50 | 87.72 | 89.51 | 88.11 | 88.68 | 84.99 | 88.13 | 88.24 |
| 26 | 372 | 96 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.54 | 84.67 | 89.46 | 86.60 | 87.51 | 89.21 | 89.05 | 88.81 | 89.40 | 88.61 | 88.44 | 88.88 | 90.60 | 89.34 | 89.71 | 89.18 | 88.20 | 89.57 | 90.29 | 88.77 | 90.68 | 87.29 | 89.37 | 85.46 | 86.39 | 88.64 |
| 27 | 372 | 96 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.52 | 88.14 | 88.74 | 87.40 | 88.79 | 88.34 | 88.51 | 85.94 | 87.33 | 89.66 | 87.75 | 88.06 | 89.19 | 88.79 | 87.15 | 88.62 | 87.74 | 85.60 | 88.71 | 87.31 | 87.78 | 86.20 | 89.75 | 87.55 | 88.13 | 87.39 |
| 32 | 372 | 96 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.81 | 88.23 | 88.01 | 86.12 | 89.80 | 88.06 | 89.17 | 88.86 | 90.08 | 89.24 | 88.48 | 88.31 | 89.77 | 87.29 | 86.37 | 87.81 | 87.29 | 85.14 | 89.39 | 89.76 | 88.78 | 88.33 | 86.77 | 86.82 | 89.15 | 86.80 |
| 33 | 372 | 96 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.28 | 88.38 | 89.45 | 87.91 | 87.53 | 89.01 | 87.88 | 90.62 | 91.54 | 87.66 | 90.09 | 90.20 | 86.67 | 89.41 | 88.03 | 90.00 | 88.32 | 88.55 | 89.34 | 87.81 | 88.59 | 89.44 | 90.84 | 88.18 | 89.23 | 87.06 |
| 34 | 372 | 96 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.17 | 89.54 | 90.02 | 87.75 | 86.28 | 86.99 | 88.38 | 86.28 | 88.75 | 87.70 | 88.65 | 87.89 | 90.31 | 88.38 | 89.32 | 88.78 | 90.31 | 90.75 | 89.04 | 88.06 | 89.00 | 87.81 | 89.75 | 89.56 | 86.82 | 88.95 |
| 35 | 372 | 96 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.64 | 89.26 | 89.30 | 89.04 | 89.53 | 87.93 | 87.81 | 89.89 | 89.00 | 88.05 | 89.71 | 88.54 | 89.86 | 89.53 | 89.18 | 90.18 | 91.00 | 88.68 | 90.44 | 88.54 | 88.87 | 89.02 | 91.09 | 88.71 | 89.88 | 87.27 |
| 40 | 372 | 96 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.98 | 87.78 | 86.63 | 89.07 | 90.16 | 86.52 | 88.25 | 88.90 | 89.54 | 88.15 | 88.98 | 85.92 | 91.72 | 87.67 | 86.89 | 86.00 | 91.09 | 86.54 | 89.90 | 88.41 | 87.18 | 87.45 | 87.83 | 84.13 | 87.71 | 86.87 |
| 41 | 372 | 96 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 91.14 | 88.99 | 89.49 | 87.88 | 90.15 | 87.07 | 90.13 | 89.85 | 88.79 | 88.12 | 89.94 | 90.18 | 91.06 | 88.43 | 89.14 | 91.89 | 90.17 | 88.97 | 89.36 | 91.18 | 88.30 | 88.50 | 89.74 | 89.92 | 87.89 | 87.59 |
| 42 | 372 | 96 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.71 | 87.22 | 89.53 | 87.62 | 89.12 | 88.32 | 90.59 | 88.83 | 90.32 | 88.55 | 89.76 | 88.92 | 89.12 | 90.11 | 88.03 | 92.22 | 88.69 | 89.66 | 88.96 | 89.71 | 90.24 | 88.53 | 90.19 | 89.52 | 89.24 | 90.96 |
| 43 | 372 | 96 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.53 | 88.29 | 90.35 | 88.85 | 88.00 | 89.21 | 90.38 | 89.19 | 90.48 | 88.44 | 88.70 | 88.42 | 90.42 | 90.66 | 87.03 | 91.20 | 89.31 | 89.00 | 90.59 | 88.63 | 88.96 | 88.74 | 88.05 | 88.34 | 89.17 | 84.99 |
| 48 | 372 | 96 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 87.30 | 87.26 | 89.44 | 88.15 | 88.63 | 89.23 | 87.66 | 87.86 | 88.53 | 87.73 | 88.95 | 86.56 | 88.28 | 88.34 | 86.35 | 89.52 | 88.08 | 89.73 | 88.37 | 88.60 | 87.96 | 87.75 | 89.21 | 87.27 | 87.87 | 87.42 |
| 49 | 372 | 96 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.22 | 89.03 | 89.00 | 88.59 | 88.46 | 88.00 | 87.49 | 88.76 | 88.83 | 88.07 | 89.92 | 87.45 | 86.27 | 89.09 | 86.71 | 88.61 | 87.99 | 87.95 | 90.75 | 88.93 | 86.55 | 88.49 | 88.44 | 87.77 | 87.09 | 88.26 |
| 50 | 372 | 96 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 87.68 | 87.44 | 86.22 | 86.66 | 90.37 | 87.23 | 86.06 | 91.54 | 84.80 | 87.06 | 88.67 | 87.41 | 90.54 | 86.48 | 86.78 | 89.30 | 88.18 | 87.68 | 88.68 | 91.01 | 89.47 | 86.34 | 88.41 | 86.82 | 87.24 | 84.62 |
| 51 | 372 | 96 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.49 | 87.48 | 88.54 | 88.56 | 90.18 | 85.94 | 89.27 | 88.64 | 88.48 | 87.41 | 89.43 | 89.72 | 84.89 | 90.21 | 87.24 | 87.17 | 89.22 | 89.11 | 89.92 | 88.86 | 87.98 | 88.09 | 88.98 | 88.38 | 88.91 | 88.21 |
| 56 | 372 | 96 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 86.26 | 87.78 | 89.82 | 88.27 | 87.53 | 87.94 | 86.55 | 86.97 | 90.99 | 91.06 | 88.40 | 89.36 | 89.50 | 89.60 | 87.88 | 88.54 | 88.94 | 87.59 | 88.22 | 90.31 | 88.10 | 88.31 | 88.50 | 87.99 | 85.41 | 89.40 |
| 57 | 372 | 96 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 91.17 | 87.89 | 88.58 | 88.21 | 89.39 | 88.65 | 89.56 | 88.09 | 88.35 | 88.19 | 90.83 | 90.68 | 89.50 | 89.87 | 90.06 | 19.58 | 89.79 | 90.56 | 88.64 | 90.83 | 90.74 | 90.05 | 90.26 | 87.58 | 88.17 | 89.87 |
| 58 | 372 | 96 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 84.54 | 87.25 | 88.36 | 88.37 | 88.80 | 88.03 | 88.66 | 87.05 | 92.21 | 89.62 | 89.50 | 88.78 | 89.24 | 88.30 | 88.03 | 90.89 | 89.60 | 87.93 | 90.93 | 86.77 | 88.64 | 88.96 | 89.13 | 88.53 | 86.80 | 85.36 |
| 59 | 372 | 96 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.92 | 88.68 | 90.76 | 89.74 | 88.55 | 87.97 | 90.21 | 90.03 | 89.56 | 87.80 | 88.17 | 89.92 | 87.73 | 89.32 | 89.11 | 90.77 | 88.37 | 88.90 | 87.87 | 90.22 | 90.75 | 88.06 | 89.81 | 86.81 | 88.12 | 88.00 |
| 64 | 372 | 96 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.18 | 88.39 | 88.32 | 88.19 | 90.13 | 87.48 | 87.96 | 86.65 | 90.41 | 89.49 | 89.57 | 90.34 | 90.73 | 89.10 | 89.76 | 89.15 | 89.80 | 86.49 | 88.80 | 88.14 | 91.08 | 88.85 | 89.92 | 88.83 | 90.19 | 86.88 |
| 65 | 372 | 96 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 90.15 | 89.88 | 89.25 | 89.54 | 88.69 | 87.74 | 88.76 | 89.02 | 90.13 | 89.58 | 90.33 | 88.57 | 90.54 | 90.08 | 86.31 | 90.51 | 88.36 | 90.78 | 90.70 | 88.03 | 90.60 | 89.19 | 90.12 | 88.42 | 88.65 | 89.11 |
| 66 | 372 | 96 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.94 | 89.66 | 89.98 | 89.27 | 89.84 | 89.54 | 91.75 | 90.12 | 89.84 | 89.05 | 90.73 | 90.75 | 90.00 | 90.56 | 90.48 | 89.19 | 90.19 | 88.92 | 88.95 | 89.77 | 88.82 | 88.31 | 90.54 | 89.08 | 88.61 | 89.20 |
| 67 | 372 | 96 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 90.26 | 89.21 | 90.27 | 89.17 | 87.67 | 89.54 | 91.36 | 88.74 | 90.22 | 90.93 | 89.83 | 89.64 | 90.75 | 88.29 | 90.59 | 91.55 | 89.95 | 90.65 | 90.61 | 89.01 | 88.89 | 88.23 | 90.21 | 88.65 | 89.36 | 86.26 |
| 72 | 372 | 96 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 86.60 | 88.55 | 87.45 | 87.99 | 87.31 | 86.84 | 88.52 | 87.97 | 89.95 | 90.12 | 89.24 | 87.99 | 86.99 | 87.65 | 89.16 | 88.01 | 89.78 | 85.95 | 87.75 | 89.02 | 86.86 | 87.24 | 86.57 | 85.00 | 86.29 | 86.09 |
| 73 | 372 | 96 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.53 | 89.31 | 87.30 | 88.81 | 88.17 | 88.58 | 89.40 | 89.63 | 89.26 | 88.62 | 88.57 | 88.52 | 87.96 | 89.52 | 88.75 | 90.67 | 87.74 | 89.01 | 89.03 | 90.21 | 88.42 | 88.51 | 88.73 | 90.04 | 87.09 | 87.79 |
| 74 | 372 | 96 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 85.61 | 87.07 | 85.93 | 87.09 | 88.87 | 87.85 | 87.46 | 86.66 | 87.79 | 87.43 | 88.14 | 88.39 | 88.58 | 87.49 | 87.29 | 89.12 | 87.80 | 88.67 | 90.35 | 87.92 | 87.09 | 87.05 | 87.05 | 86.31 | 86.14 | 85.43 |
| 75 | 372 | 96 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 85.30 | 86.45 | 85.78 | 86.66 | 89.44 | 87.32 | 88.79 | 85.59 | 87.56 | 88.42 | 86.85 | 88.48 | 86.88 | 90.02 | 88.50 | 87.80 | 87.53 | 88.82 | 89.03 | 89.44 | 88.62 | 86.78 | 88.40 | 87.62 | 83.36 | 85.27 |
| 80 | 372 | 96 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.38 | 86.50 | 87.90 | 87.73 | 89.11 | 89.75 | 89.91 | 87.56 | 88.19 | 88.10 | 86.35 | 89.21 | 88.44 | 86.01 | 88.80 | 88.07 | 88.74 | 88.73 | 89.72 | 86.81 | 87.45 | 79.65 | 86.91 | 86.97 | 85.94 | 86.83 |
| 81 | 372 | 96 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.94 | 87.90 | 89.83 | 88.07 | 86.32 | 87.02 | 90.58 | 89.60 | 89.58 | 89.13 | 89.71 | 88.36 | 88.92 | 89.00 | 86.34 | 90.30 | 89.93 | 91.29 | 89.73 | 88.96 | 89.60 | 88.34 | 89.82 | 87.80 | 90.62 | 89.10 |
| 82 | 372 | 96 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.45 | 89.03 | 92.04 | 89.02 | 88.28 | 89.26 | 89.38 | 88.05 | 91.44 | 89.13 | 88.61 | 87.82 | 89.66 | 89.83 | 87.15 | 91.09 | 88.54 | 89.37 | 90.30 | 88.66 | 89.33 | 88.48 | 89.84 | 89.16 | 88.35 | 87.25 |
| 83 | 372 | 96 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.88 | 87.43 | 88.56 | 90.03 | 89.16 | 88.30 | 87.89 | 89.33 | 91.73 | 87.52 | 89.68 | 87.91 | 89.28 | 90.55 | 88.26 | 90.24 | 90.45 | 89.30 | 90.84 | 88.73 | 89.96 | 87.36 | 90.51 | 87.88 | 90.11 | 90.30 |
| 88 | 372 | 96 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.43 | 88.63 | 86.28 | 86.61 | 88.55 | 88.81 | 85.10 | 89.54 | 89.39 | 89.63 | 87.16 | 88.98 | 90.79 | 87.98 | 86.41 | 89.47 | 88.43 | 89.73 | 89.59 | 88.46 | 88.26 | 84.77 | 88.26 | 87.00 | 87.13 | 87.53 |
| 89 | 372 | 96 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.59 | 88.52 | 90.03 | 87.87 | 87.56 | 86.88 | 91.80 | 89.37 | 89.73 | 89.99 | 88.17 | 87.21 | 89.21 | 89.58 | 87.23 | 90.18 | 88.73 | 88.96 | 87.77 | 89.92 | 90.61 | 89.71 | 88.21 | 89.35 | 88.00 | 87.99 |
| 90 | 372 | 96 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 84.75 | 88.78 | 90.04 | 91.08 | 87.80 | 88.81 | 91.33 | 88.89 | 90.58 | 89.51 | 88.07 | 88.87 | 90.02 | 89.71 | 89.75 | 90.82 | 89.57 | 87.57 | 89.05 | 89.55 | 86.33 | 84.79 | 89.84 | 85.70 | 88.66 | 85.36 |
| 91 | 372 | 96 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.50 | 88.32 | 89.97 | 87.53 | 91.75 | 88.93 | 90.45 | 91.04 | 88.23 | 89.63 | 91.62 | 89.51 | 89.93 | 89.58 | 90.72 | 91.18 | 88.73 | 89.92 | 90.30 | 90.46 | 90.13 | 88.38 | 91.74 | 87.83 | 90.35 | 88.92 |
| 96 | 372 | 96 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.52 | 84.08 | 87.68 | 87.93 | 89.46 | 87.49 | 87.67 | 88.30 | 87.91 | 85.53 | 88.14 | 85.04 | 89.69 | 87.50 | 86.15 | 87.40 | 88.75 | 88.65 | 88.29 | 88.04 | 86.80 | 86.98 | 88.79 | 87.17 | 83.30 | 88.75 |
| 97 | 372 | 96 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 85.56 | 87.51 | 89.47 | 84.61 | 84.08 | 86.66 | 87.64 | 88.62 | 86.18 | 87.97 | 87.28 | 88.03 | 89.83 | 89.09 | 87.91 | 85.93 | 88.14 | 85.80 | 88.10 | 85.85 | 88.60 | 88.03 | 88.96 | 86.91 | 88.76 | 87.34 |
| 98 | 372 | 96 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.40 | 91.03 | 89.68 | 90.76 | 87.44 | 88.24 | 88.33 | 90.99 | 89.95 | 88.33 | 89.50 | 89.43 | 90.87 | 89.60 | 88.90 | 90.96 | 90.20 | 90.52 | 90.55 | 88.30 | 88.60 | 89.38 | 92.07 | 88.83 | 89.80 | 87.50 |
| 99 | 372 | 96 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.55 | 88.56 | 91.87 | 87.17 | 85.91 | 88.41 | 85.27 | 88.37 | 89.04 | 87.51 | 88.99 | 90.53 | 89.19 | 88.24 | 87.64 | 87.90 | 88.74 | 87.62 | 90.48 | 86.01 | 88.47 | 88.13 | 87.37 | 87.54 | 87.73 | 89.40 |
| 104 | 372 | 96 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.75 | 88.30 | 90.99 | 87.03 | 88.70 | 86.74 | 87.81 | 89.42 | 89.40 | 89.25 | 88.92 | 87.89 | 87.24 | 87.57 | 86.14 | 88.02 | 87.72 | 89.09 | 89.14 | 88.23 | 88.44 | 87.35 | 86.94 | 89.26 | 88.28 | 86.66 |
| 105 | 372 | 96 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.20 | 88.53 | 87.99 | 87.94 | 89.61 | 85.72 | 88.85 | 88.54 | 91.40 | 88.61 | 87.53 | 88.82 | 91.28 | 88.14 | 89.49 | 90.25 | 88.30 | 89.83 | 90.17 | 88.58 | 89.33 | 88.05 | 90.18 | 88.36 | 88.64 | 89.88 |
| 106 | 372 | 96 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.03 | 87.22 | 86.05 | 89.38 | 88.42 | 86.48 | 88.85 | 88.41 | 90.58 | 88.23 | 88.47 | 87.21 | 89.56 | 89.13 | 88.76 | 89.76 | 89.99 | 90.45 | 91.03 | 89.76 | 89.84 | 88.13 | 90.16 | 87.40 | 88.94 | 88.80 |
| 107 | 372 | 96 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.53 | 87.52 | 89.86 | 89.44 | 89.85 | 89.22 | 88.65 | 88.00 | 90.08 | 87.87 | 89.64 | 88.50 | 89.07 | 90.52 | 87.48 | 89.61 | 88.58 | 88.75 | 91.53 | 90.23 | 89.63 | 88.68 | 91.25 | 86.46 | 87.52 | 88.36 |
| 112 | 372 | 96 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 86.10 | 89.39 | 89.95 | 84.28 | 89.28 | 87.86 | 89.17 | 87.78 | 89.26 | 89.24 | 90.23 | 87.06 | 91.09 | 89.55 | 87.43 | 91.33 | 86.70 | 88.42 | 90.74 | 89.23 | 88.65 | 89.58 | 90.87 | 86.62 | 86.12 | 88.10 |
| 113 | 372 | 96 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.09 | 89.66 | 88.82 | 87.45 | 91.33 | 89.39 | 90.34 | 89.95 | 89.29 | 90.66 | 90.09 | 87.53 | 90.15 | 91.00 | 88.18 | 90.29 | 91.74 | 90.81 | 90.92 | 90.77 | 92.15 | 90.13 | 89.45 | 91.13 | 89.78 | 86.93 |
| 114 | 372 | 96 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 91.06 | 89.81 | 91.51 | 89.65 | 88.80 | 88.28 | 90.24 | 90.02 | 89.25 | 91.49 | 90.96 | 86.77 | 90.98 | 91.15 | 89.00 | 90.02 | 90.22 | 89.84 | 90.80 | 89.81 | 89.00 | 89.11 | 90.28 | 88.09 | 87.47 | 87.20 |
| 115 | 372 | 96 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.34 | 89.03 | 90.30 | 89.24 | 90.28 | 90.11 | 90.73 | 89.43 | 89.62 | 88.16 | 88.65 | 88.38 | 89.15 | 89.52 | 89.27 | 90.23 | 86.63 | 91.20 | 91.61 | 89.52 | 90.74 | 89.51 | 89.98 | 86.82 | 88.31 | 89.21 |
| 120 | 372 | 96 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 88.42 | 87.76 | 87.95 | 85.78 | 85.82 | 86.35 | 87.74 | 88.96 | 88.86 | 87.19 | 87.55 | 89.38 | 89.32 | 86.78 | 87.70 | 90.43 | 87.68 | 89.74 | 87.76 | 87.39 | 86.97 | 87.85 | 88.20 | 86.57 | 88.01 | 86.47 |
| 121 | 372 | 96 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.38 | 90.64 | 92.61 | 89.05 | 90.47 | 90.02 | 89.32 | 88.57 | 90.31 | 89.86 | 89.64 | 88.14 | 89.31 | 88.43 | 88.50 | 90.75 | 89.72 | 90.54 | 89.50 | 89.91 | 91.29 | 88.63 | 89.93 | 88.05 | 90.64 | 87.02 |
| 122 | 372 | 96 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.33 | 89.31 | 89.91 | 88.67 | 87.44 | 89.75 | 87.69 | 85.94 | 88.25 | 87.13 | 86.27 | 87.46 | 88.42 | 90.00 | 88.36 | 88.20 | 87.16 | 91.84 | 88.32 | 89.39 | 87.34 | 89.13 | 90.70 | 87.78 | 88.31 | 87.04 |
| 123 | 372 | 96 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 89.06 | 87.36 | 89.31 | 88.82 | 87.01 | 89.34 | 86.10 | 87.72 | 88.77 | 88.96 | 87.32 | 86.65 | 90.83 | 90.16 | 89.44 | 88.97 | 88.51 | 89.09 | 88.48 | 89.34 | 88.89 | 89.22 | 89.56 | 87.48 | 88.60 | 87.84 |
| 128 | 372 | 96 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.81 | 87.60 | 89.84 | 88.53 | 89.85 | 87.85 | 90.55 | 88.05 | 89.50 | 87.61 | 89.11 | 88.70 | 88.09 | 89.40 | 88.21 | 89.97 | 87.99 | 89.94 | 89.12 | 89.87 | 91.33 | 88.56 | 87.18 | 87.82 | 88.59 | 87.99 |
| 129 | 372 | 96 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.87 | 88.77 | 89.52 | 91.05 | 91.46 | 87.87 | 90.58 | 90.43 | 89.41 | 90.25 | 89.89 | 90.69 | 89.19 | 89.64 | 89.17 | 89.66 | 88.77 | 89.24 | 88.11 | 90.34 | 88.63 | 87.86 | 90.60 | 87.58 | 87.88 | 88.21 |
| 130 | 372 | 96 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.35 | 88.55 | 88.42 | 89.22 | 88.95 | 89.59 | 88.55 | 87.44 | 88.27 | 87.16 | 89.44 | 89.83 | 89.18 | 89.10 | 86.23 | 87.45 | 89.60 | 89.36 | 89.92 | 90.57 | 87.39 | 87.13 | 89.10 | 87.62 | 87.45 | 88.40 |
| 131 | 372 | 96 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.62 | 90.59 | 90.45 | 89.16 | 90.57 | 87.84 | 89.28 | 87.76 | 90.94 | 90.24 | 88.48 | 87.26 | 90.00 | 89.76 | 89.84 | 90.32 | 89.90 | 91.35 | 90.28 | 90.60 | 89.47 | 87.36 | 90.22 | 90.02 | 91.74 | 88.83 |
| 136 | 372 | 96 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.21 | 89.35 | 90.10 | 90.10 | 88.23 | 89.72 | 91.96 | 88.95 | 88.21 | 87.67 | 90.09 | 87.93 | 88.16 | 88.77 | 88.75 | 88.82 | 89.70 | 88.19 | 89.79 | 88.94 | 89.40 | 88.92 | 89.31 | 85.73 | 87.62 | 87.06 |
| 137 | 372 | 96 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.72 | 90.43 | 90.68 | 89.22 | 88.98 | 88.70 | 90.17 | 88.52 | 89.30 | 87.34 | 90.78 | 90.71 | 87.65 | 88.48 | 87.36 | 90.91 | 88.88 | 90.90 | 90.23 | 90.69 | 90.35 | 90.16 | 88.84 | 88.59 | 90.83 | 90.00 |
| 138 | 372 | 96 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 88.86 | 89.08 | 90.40 | 88.17 | 91.47 | 89.53 | 90.15 | 90.87 | 88.78 | 91.00 | 90.21 | 86.65 | 91.16 | 87.77 | 89.09 | 90.47 | 89.86 | 89.04 | 90.63 | 87.97 | 89.98 | 88.29 | 89.76 | 90.42 | 90.18 | 85.91 |
| 139 | 372 | 96 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 90.88 | 88.92 | 87.21 | 88.99 | 90.34 | 88.54 | 91.18 | 88.36 | 91.88 | 91.31 | 89.21 | 89.85 | 89.81 | 89.85 | 88.55 | 89.96 | 90.76 | 88.03 | 89.36 | 90.32 | 89.88 | 88.19 | 91.01 | 90.15 | 88.60 | 87.68 |
| 144 | 372 | 96 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.92 | 88.16 | 89.81 | 87.67 | 86.80 | 89.39 | 89.22 | 89.04 | 89.40 | 89.37 | 87.96 | 87.22 | 88.33 | 88.91 | 87.65 | 89.27 | 87.13 | 88.46 | 89.44 | 90.18 | 90.83 | 86.85 | 90.08 | 87.54 | 88.19 | 86.84 |
| 145 | 372 | 96 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.26 | 88.10 | 88.05 | 86.82 | 88.59 | 87.99 | 90.62 | 87.24 | 90.30 | 87.09 | 88.76 | 86.20 | 88.50 | 90.31 | 86.39 | 88.33 | 89.12 | 89.76 | 90.32 | 89.96 | 89.64 | 87.75 | 90.21 | 88.63 | 87.59 | 86.78 |
| 146 | 372 | 96 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.28 | 90.50 | 88.45 | 87.91 | 89.44 | 89.79 | 88.20 | 88.78 | 89.00 | 88.85 | 89.49 | 86.68 | 89.28 | 90.16 | 87.29 | 90.59 | 89.85 | 84.82 | 89.24 | 87.51 | 89.99 | 87.54 | 89.72 | 89.83 | 86.41 | 88.30 |
| 147 | 372 | 96 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.57 | 89.25 | 89.71 | 87.75 | 88.10 | 88.11 | 86.12 | 89.78 | 88.44 | 89.54 | 88.69 | 87.30 | 88.52 | 88.43 | 87.10 | 90.07 | 89.14 | 88.58 | 89.10 | 88.29 | 90.01 | 87.03 | 89.67 | 86.57 | 87.79 | 88.00 |
| 152 | 372 | 96 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 85.25 | 88.59 | 89.10 | 87.88 | 88.16 | 83.18 | 87.95 | 88.91 | 87.15 | 88.44 | 90.06 | 88.04 | 88.92 | 89.39 | 87.21 | 87.13 | 88.89 | 88.86 | 90.14 | 87.41 | 86.97 | 86.69 | 90.67 | 87.65 | 89.76 | 88.02 |
| 153 | 372 | 96 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.17 | 88.50 | 90.70 | 88.99 | 89.00 | 89.59 | 87.56 | 89.47 | 89.81 | 89.66 | 89.49 | 89.52 | 88.87 | 89.06 | 87.78 | 88.05 | 89.84 | 89.90 | 89.79 | 88.99 | 89.39 | 88.64 | 89.89 | 89.24 | 90.35 | 88.67 |
| 154 | 372 | 96 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.04 | 90.16 | 92.17 | 88.11 | 88.48 | 89.39 | 88.55 | 90.18 | 90.10 | 90.38 | 88.75 | 87.76 | 90.93 | 89.55 | 90.34 | 89.68 | 88.84 | 89.20 | 91.91 | 89.28 | 89.02 | 85.89 | 89.92 | 88.55 | 89.63 | 88.42 |
| 155 | 372 | 96 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.80 | 90.26 | 90.35 | 87.77 | 88.32 | 87.97 | 90.03 | 88.08 | 89.85 | 90.91 | 90.47 | 89.04 | 91.26 | 88.10 | 88.29 | 90.68 | 89.35 | 88.43 | 90.29 | 88.15 | 89.70 | 88.90 | 91.32 | 87.71 | 88.86 | 89.25 |
| 160 | 372 | 96 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.31 | 89.15 | 91.04 | 87.53 | 90.29 | 89.15 | 88.35 | 89.41 | 89.32 | 90.87 | 90.72 | 89.16 | 90.96 | 88.89 | 87.65 | 89.11 | 89.30 | 89.40 | 89.75 | 89.55 | 88.58 | 89.60 | 89.87 | 90.49 | 89.32 | 87.76 |
| 161 | 372 | 96 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.88 | 88.39 | 90.14 | 87.83 | 89.25 | 89.36 | 89.45 | 89.11 | 89.49 | 88.52 | 90.57 | 89.29 | 90.36 | 90.63 | 89.32 | 87.89 | 89.93 | 89.66 | 91.52 | 88.17 | 88.84 | 87.44 | 91.09 | 87.41 | 87.74 | 90.18 |
| 162 | 372 | 96 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.15 | 88.90 | 90.75 | 89.57 | 90.29 | 89.02 | 89.53 | 90.45 | 91.04 | 89.81 | 90.90 | 89.45 | 88.09 | 90.62 | 87.71 | 90.98 | 91.03 | 91.37 | 89.56 | 90.70 | 89.20 | 88.14 | 91.39 | 87.35 | 89.21 | 88.62 |
| 163 | 372 | 96 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.47 | 88.80 | 90.79 | 90.22 | 88.83 | 88.58 | 88.82 | 89.39 | 90.57 | 89.13 | 87.98 | 89.52 | 89.31 | 89.89 | 89.22 | 91.38 | 90.03 | 91.36 | 90.65 | 87.80 | 88.74 | 88.67 | 89.13 | 87.60 | 89.73 | 88.61 |
| 168 | 372 | 96 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.01 | 88.92 | 88.21 | 87.94 | 88.45 | 90.47 | 90.53 | 87.68 | 88.96 | 89.43 | 89.27 | 86.34 | 91.02 | 90.60 | 87.67 | 89.79 | 88.85 | 87.03 | 89.54 | 86.80 | 89.02 | 86.96 | 89.37 | 89.06 | 88.37 | 87.51 |
| 169 | 372 | 96 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.21 | 88.87 | 89.68 | 88.17 | 89.04 | 89.48 | 90.94 | 89.85 | 89.07 | 90.09 | 90.12 | 90.48 | 90.60 | 90.10 | 88.76 | 89.86 | 90.29 | 89.81 | 91.56 | 89.68 | 90.74 | 87.42 | 90.43 | 90.01 | 89.23 | 86.41 |
| 170 | 372 | 96 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.69 | 87.04 | 87.46 | 88.24 | 89.83 | 88.14 | 89.09 | 87.53 | 89.26 | 87.91 | 89.62 | 86.59 | 89.34 | 88.15 | 86.99 | 88.31 | 89.16 | 89.04 | 90.09 | 88.05 | 88.27 | 86.75 | 91.22 | 87.77 | 90.30 | 87.92 |
| 171 | 372 | 96 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.29 | 89.00 | 90.30 | 88.74 | 88.14 | 89.29 | 89.39 | 87.15 | 89.09 | 89.97 | 90.02 | 87.76 | 88.08 | 89.17 | 86.93 | 88.63 | 89.03 | 88.15 | 88.78 | 87.80 | 87.68 | 89.78 | 89.28 | 89.39 | 86.95 | 89.00 |
| 176 | 372 | 96 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 89.06 | 89.36 | 87.65 | 89.80 | 89.15 | 88.91 | 89.35 | 89.69 | 88.26 | 88.96 | 90.96 | 89.26 | 89.36 | 89.56 | 89.07 | 89.93 | 89.12 | 90.43 | 91.03 | 88.32 | 88.95 | 88.58 | 91.40 | 88.47 | 90.87 | 89.89 |
| 177 | 372 | 96 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 85.96 | 89.46 | 88.70 | 89.11 | 87.28 | 88.69 | 88.29 | 89.81 | 89.60 | 89.12 | 89.45 | 89.66 | 88.93 | 89.03 | 88.22 | 88.09 | 89.37 | 90.17 | 89.61 | 89.27 | 88.02 | 87.98 | 90.93 | 88.87 | 90.44 | 89.59 |
| 178 | 372 | 96 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.44 | 88.86 | 89.09 | 89.72 | 89.68 | 88.63 | 88.13 | 89.53 | 90.21 | 88.90 | 88.17 | 88.73 | 84.33 | 88.18 | 89.67 | 88.70 | 89.84 | 90.26 | 90.32 | 90.32 | 88.58 | 88.86 | 90.83 | 88.34 | 89.72 | 87.99 |
| 179 | 372 | 96 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.24 | 87.24 | 88.58 | 89.54 | 88.36 | 87.57 | 89.82 | 88.78 | 88.88 | 89.32 | 89.88 | 89.27 | 89.21 | 90.06 | 87.84 | 90.25 | 90.03 | 88.17 | 89.61 | 90.74 | 89.49 | 88.07 | 90.11 | 85.88 | 87.02 | 89.33 |
| 184 | 372 | 96 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 90.51 | 88.90 | 89.23 | 88.03 | 89.60 | 89.29 | 91.49 | 87.50 | 89.26 | 90.24 | 90.68 | 88.52 | 89.37 | 88.36 | 86.89 | 90.69 | 90.09 | 90.15 | 90.56 | 89.78 | 90.12 | 89.32 | 91.16 | 89.12 | 88.97 | 88.86 |
| 185 | 372 | 96 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.59 | 88.88 | 90.22 | 88.85 | 88.90 | 89.23 | 89.04 | 89.88 | 90.12 | 89.86 | 88.53 | 89.54 | 89.36 | 89.13 | 88.52 | 89.88 | 89.75 | 89.83 | 90.06 | 89.64 | 89.92 | 89.33 | 90.99 | 87.77 | 89.09 | 88.82 |
| 186 | 372 | 96 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.54 | 89.46 | 89.57 | 88.82 | 90.16 | 86.45 | 89.17 | 86.97 | 90.04 | 90.50 | 90.58 | 88.70 | 88.98 | 89.01 | 87.08 | 90.06 | 89.80 | 88.65 | 88.04 | 90.31 | 89.37 | 89.56 | 90.28 | 88.37 | 89.35 | 88.58 |
| 187 | 372 | 96 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.06 | 88.76 | 89.64 | 88.75 | 89.47 | 87.61 | 87.31 | 89.84 | 87.33 | 89.13 | 89.49 | 87.19 | 89.63 | 88.77 | 88.36 | 89.17 | 89.42 | 89.32 | 90.61 | 89.84 | 89.70 | 86.94 | 89.76 | 89.52 | 89.17 | 87.88 |
| 192 | 372 | 96 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 86.27 | 87.45 | 89.31 | 89.10 | 88.62 | 89.15 | 90.34 | 90.27 | 89.68 | 90.01 | 87.97 | 83.02 | 88.05 | 90.23 | 89.01 | 90.20 | 89.20 | 89.26 | 89.47 | 87.42 | 89.21 | 87.19 | 89.72 | 87.97 | 87.30 | 85.53 |
| 193 | 372 | 96 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.74 | 88.26 | 91.01 | 87.34 | 89.45 | 89.27 | 87.95 | 88.03 | 89.85 | 89.86 | 90.30 | 86.07 | 88.80 | 88.81 | 87.27 | 89.08 | 88.40 | 91.33 | 89.08 | 87.57 | 85.28 | 88.17 | 90.42 | 87.25 | 86.90 | 87.23 |
| 194 | 372 | 96 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 87.08 | 86.88 | 89.62 | 88.86 | 87.63 | 87.30 | 87.62 | 90.42 | 89.64 | 86.01 | 85.80 | 89.11 | 88.95 | 90.05 | 86.65 | 87.09 | 89.67 | 87.43 | 90.28 | 89.02 | 88.30 | 88.57 | 89.56 | 88.10 | 90.13 | 85.95 |
| 195 | 372 | 96 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.21 | 89.75 | 89.10 | 87.06 | 88.81 | 87.52 | 83.79 | 88.39 | 90.04 | 88.40 | 89.06 | 87.93 | 88.68 | 89.74 | 87.75 | 89.75 | 88.56 | 88.72 | 88.89 | 90.08 | 87.96 | 87.55 | 88.70 | 89.03 | 88.51 | 86.59 |
| 200 | 372 | 96 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 89.33 | 88.68 | 90.41 | 89.64 | 90.10 | 88.58 | 90.40 | 88.04 | 89.10 | 90.23 | 89.93 | 89.91 | 88.72 | 90.38 | 88.46 | 89.99 | 91.06 | 89.89 | 91.21 | 88.79 | 89.83 | 90.35 | 90.96 | 88.93 | 89.18 | 88.33 |
| 201 | 372 | 96 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.09 | 89.39 | 89.57 | 86.68 | 89.74 | 88.72 | 88.19 | 87.31 | 88.79 | 89.28 | 90.34 | 88.90 | 91.34 | 88.48 | 89.00 | 90.65 | 89.69 | 90.81 | 87.24 | 89.40 | 88.22 | 88.24 | 90.19 | 86.54 | 87.74 | 89.04 |
| 202 | 372 | 96 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 90.67 | 89.34 | 88.49 | 88.13 | 88.69 | 87.89 | 88.09 | 89.48 | 85.76 | 88.18 | 87.71 | 88.81 | 88.88 | 89.52 | 88.82 | 87.62 | 90.84 | 88.17 | 89.60 | 88.45 | 89.70 | 88.59 | 90.18 | 87.50 | 86.22 | 88.03 |
| 203 | 372 | 96 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.31 | 89.04 | 86.74 | 87.39 | 90.37 | 90.08 | 88.27 | 89.00 | 88.65 | 89.80 | 89.90 | 86.68 | 88.40 | 91.14 | 87.40 | 89.09 | 90.09 | 89.80 | 91.01 | 89.91 | 90.14 | 88.14 | 90.67 | 90.96 | 89.81 | 86.74 |
| 208 | 372 | 96 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 91.17 | 89.46 | 89.02 | 89.05 | 89.09 | 88.59 | 88.12 | 87.76 | 88.46 | 90.69 | 90.54 | 87.29 | 89.28 | 89.02 | 88.42 | 90.13 | 89.39 | 89.29 | 90.62 | 89.92 | 89.44 | 88.34 | 91.55 | 89.58 | 90.11 | 89.16 |
| 209 | 372 | 96 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.12 | 89.61 | 89.89 | 89.55 | 89.84 | 86.83 | 88.81 | 88.34 | 90.06 | 89.95 | 88.35 | 88.42 | 90.09 | 88.42 | 86.70 | 91.09 | 88.58 | 90.91 | 89.30 | 88.46 | 89.67 | 89.03 | 90.73 | 88.39 | 89.73 | 90.48 |
| 210 | 372 | 96 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 90.13 | 87.27 | 88.45 | 89.33 | 87.25 | 88.84 | 88.90 | 89.42 | 89.65 | 89.36 | 90.04 | 88.08 | 88.86 | 89.65 | 87.71 | 89.36 | 89.86 | 89.78 | 87.77 | 88.85 | 89.34 | 88.24 | 89.19 | 89.47 | 90.55 | 88.93 |
| 211 | 372 | 96 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.58 | 89.25 | 90.73 | 89.27 | 89.87 | 88.99 | 89.83 | 89.15 | 89.99 | 89.75 | 89.13 | 89.47 | 88.78 | 89.51 | 88.04 | 89.78 | 90.75 | 90.41 | 91.91 | 90.02 | 89.07 | 88.53 | 91.86 | 89.12 | 89.40 | 88.35 |
| 216 | 372 | 96 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.76 | 88.04 | 90.38 | 87.41 | 89.45 | 88.54 | 89.21 | 87.61 | 88.62 | 87.12 | 87.95 | 87.66 | 88.83 | 89.61 | 88.67 | 89.01 | 88.29 | 90.04 | 91.09 | 88.66 | 89.56 | 88.33 | 90.45 | 88.89 | 90.02 | 87.01 |
| 217 | 372 | 96 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.20 | 86.56 | 87.39 | 88.37 | 87.54 | 90.06 | 90.81 | 89.78 | 87.39 | 88.72 | 89.26 | 85.69 | 91.06 | 90.68 | 88.61 | 89.01 | 90.46 | 90.85 | 90.83 | 89.31 | 89.00 | 87.42 | 91.43 | 87.57 | 90.46 | 88.32 |
| 218 | 372 | 96 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.60 | 88.17 | 88.43 | 89.40 | 88.34 | 87.67 | 88.68 | 87.16 | 90.02 | 87.19 | 88.21 | 88.02 | 89.34 | 89.20 | 87.16 | 88.51 | 89.23 | 90.79 | 87.74 | 88.51 | 86.62 | 87.02 | 89.98 | 87.32 | 86.95 | 86.42 |
| 219 | 372 | 96 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.06 | 87.81 | 89.36 | 88.81 | 88.43 | 87.64 | 88.91 | 89.47 | 89.15 | 89.63 | 87.81 | 88.19 | 89.29 | 91.45 | 88.77 | 89.15 | 89.71 | 90.01 | 89.46 | 88.92 | 88.90 | 86.67 | 89.06 | 88.34 | 88.39 | 88.11 |
| 224 | 372 | 96 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.11 | 88.48 | 89.41 | 89.25 | 89.54 | 88.86 | 88.31 | 87.38 | 89.85 | 88.91 | 89.14 | 86.82 | 88.63 | 91.37 | 88.61 | 89.99 | 90.13 | 89.58 | 89.55 | 89.18 | 88.76 | 90.25 | 87.43 | 87.76 | 87.75 | 89.35 |
| 225 | 372 | 96 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.91 | 86.79 | 88.46 | 87.24 | 89.94 | 87.70 | 89.24 | 90.03 | 90.45 | 89.74 | 90.44 | 87.68 | 89.56 | 89.93 | 89.43 | 90.17 | 88.82 | 89.64 | 89.96 | 90.10 | 89.33 | 87.28 | 90.12 | 88.89 | 89.43 | 87.93 |
| 226 | 372 | 96 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.30 | 87.12 | 88.28 | 89.06 | 88.46 | 87.85 | 90.53 | 90.17 | 90.17 | 91.24 | 89.27 | 90.54 | 90.42 | 90.31 | 87.45 | 90.24 | 90.05 | 88.78 | 91.15 | 89.74 | 89.77 | 88.89 | 91.01 | 88.98 | 90.92 | 88.68 |
| 227 | 372 | 96 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.08 | 88.76 | 89.92 | 88.08 | 88.99 | 87.71 | 89.35 | 87.05 | 89.66 | 90.60 | 90.35 | 89.25 | 89.35 | 89.54 | 90.03 | 89.59 | 91.32 | 89.45 | 88.97 | 90.01 | 89.76 | 88.77 | 90.94 | 87.88 | 90.76 | 88.72 |
| 232 | 372 | 96 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.14 | 88.88 | 89.74 | 89.22 | 90.84 | 90.02 | 89.29 | 89.84 | 87.94 | 90.47 | 88.10 | 88.18 | 89.40 | 89.32 | 87.55 | 89.81 | 89.71 | 89.91 | 90.34 | 89.60 | 89.49 | 89.78 | 87.29 | 86.39 | 88.74 | 89.71 |
| 233 | 372 | 96 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.75 | 90.06 | 91.08 | 89.28 | 88.66 | 89.30 | 90.04 | 89.20 | 88.38 | 90.55 | 87.99 | 87.22 | 88.66 | 89.04 | 86.82 | 89.64 | 90.27 | 90.83 | 91.31 | 89.69 | 89.74 | 87.11 | 92.13 | 88.70 | 88.79 | 88.17 |
| 234 | 372 | 96 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.60 | 89.08 | 88.81 | 90.59 | 90.31 | 89.40 | 89.68 | 88.98 | 87.67 | 89.16 | 90.09 | 89.03 | 90.12 | 90.85 | 87.19 | 91.97 | 89.80 | 90.56 | 90.30 | 88.87 | 88.59 | 88.42 | 91.17 | 87.39 | 88.31 | 87.37 |
| 235 | 372 | 96 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.22 | 89.05 | 90.28 | 90.11 | 89.20 | 88.21 | 89.88 | 87.42 | 89.75 | 88.59 | 89.17 | 89.56 | 88.50 | 89.74 | 89.28 | 89.14 | 91.04 | 90.21 | 89.62 | 88.41 | 89.66 | 89.40 | 90.56 | 89.68 | 89.86 | 88.83 |
| 240 | 372 | 96 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.45 | 85.83 | 89.06 | 88.65 | 87.88 | 88.20 | 90.11 | 87.58 | 87.91 | 88.90 | 89.41 | 88.01 | 86.97 | 90.06 | 88.85 | 89.37 | 90.23 | 89.49 | 89.39 | 88.57 | 89.32 | 88.74 | 89.02 | 87.53 | 87.80 | 86.57 |
| 241 | 372 | 96 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.78 | 89.28 | 88.77 | 87.80 | 88.11 | 89.74 | 88.72 | 88.85 | 87.82 | 88.18 | 89.51 | 90.49 | 89.91 | 92.12 | 88.24 | 90.01 | 88.57 | 90.64 | 91.13 | 89.59 | 91.03 | 87.75 | 89.12 | 87.00 | 89.52 | 87.05 |
| 242 | 372 | 96 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.57 | 89.49 | 87.99 | 88.68 | 89.81 | 88.32 | 86.44 | 86.64 | 88.04 | 88.91 | 89.52 | 89.34 | 89.70 | 87.86 | 88.35 | 89.46 | 87.53 | 89.79 | 88.09 | 87.00 | 90.52 | 87.64 | 89.73 | 89.47 | 89.69 | 87.76 |
| 243 | 372 | 96 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.60 | 87.27 | 85.81 | 87.52 | 88.63 | 86.76 | 89.68 | 88.14 | 88.37 | 88.46 | 89.04 | 85.55 | 87.98 | 91.55 | 87.61 | 86.52 | 89.19 | 89.11 | 87.60 | 87.70 | 88.14 | 88.19 | 91.14 | 88.99 | 88.30 | 88.67 |
| 248 | 372 | 96 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 89.24 | 88.68 | 89.68 | 88.24 | 89.43 | 89.21 | 89.81 | 89.33 | 91.21 | 89.06 | 88.08 | 87.78 | 89.36 | 89.44 | 87.56 | 89.46 | 88.97 | 89.79 | 90.62 | 88.61 | 90.06 | 87.63 | 92.19 | 88.05 | 89.79 | 89.97 |
| 249 | 372 | 96 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.54 | 88.88 | 90.25 | 90.26 | 89.70 | 88.12 | 90.45 | 88.90 | 88.05 | 90.15 | 90.62 | 87.53 | 89.09 | 89.54 | 88.81 | 88.32 | 90.68 | 90.23 | 90.46 | 89.87 | 88.81 | 87.47 | 90.52 | 89.50 | 87.84 | 89.40 |
| 250 | 372 | 96 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.76 | 90.44 | 89.32 | 89.59 | 87.51 | 88.12 | 87.15 | 88.28 | 89.31 | 89.18 | 88.65 | 89.09 | 89.89 | 90.33 | 87.43 | 90.15 | 89.73 | 90.66 | 88.92 | 90.12 | 89.51 | 89.15 | 89.89 | 89.66 | 88.94 | 89.49 |
| 251 | 372 | 96 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.28 | 88.41 | 90.92 | 88.42 | 89.67 | 88.25 | 89.88 | 88.83 | 90.37 | 89.59 | 90.55 | 87.53 | 88.55 | 88.43 | 87.76 | 89.15 | 90.22 | 88.57 | 90.68 | 89.35 | 89.13 | 88.97 | 90.68 | 88.91 | 89.28 | 89.93 |
| 256 | 372 | 96 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 89.28 | 88.38 | 88.14 | 90.10 | 89.69 | 88.44 | 90.15 | 88.26 | 89.40 | 88.94 | 89.50 | 88.74 | 89.78 | 89.64 | 89.00 | 87.72 | 89.45 | 89.91 | 90.53 | 89.86 | 90.11 | 88.72 | 89.87 | 88.67 | 87.40 | 90.18 |
| 257 | 372 | 96 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.43 | 88.39 | 89.92 | 89.07 | 89.55 | 90.36 | 89.66 | 88.92 | 89.31 | 90.34 | 89.87 | 88.04 | 88.41 | 87.21 | 88.23 | 88.50 | 90.21 | 88.45 | 90.81 | 87.68 | 90.10 | 87.71 | 91.22 | 88.57 | 89.12 | 90.20 |
| 258 | 372 | 96 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.57 | 88.70 | 89.23 | 89.45 | 90.39 | 88.83 | 87.62 | 89.88 | 88.60 | 88.63 | 90.27 | 88.36 | 89.14 | 90.31 | 88.26 | 90.24 | 88.37 | 90.06 | 90.63 | 90.14 | 89.53 | 88.83 | 90.17 | 88.20 | 90.29 | 88.15 |
| 259 | 372 | 96 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 90.75 | 88.47 | 90.63 | 89.37 | 90.62 | 89.79 | 90.68 | 90.70 | 90.95 | 90.30 | 90.77 | 90.80 | 89.56 | 91.33 | 88.32 | 90.75 | 90.69 | 89.66 | 89.72 | 89.40 | 88.50 | 89.51 | 91.38 | 89.28 | 88.97 | 89.34 |
| 264 | 372 | 96 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.02 | 88.75 | 89.41 | 87.60 | 88.93 | 88.50 | 89.57 | 87.92 | 88.89 | 90.04 | 89.72 | 88.14 | 90.16 | 91.25 | 86.24 | 91.53 | 89.60 | 91.65 | 89.85 | 89.14 | 88.86 | 87.33 | 89.75 | 87.31 | 89.60 | 86.14 |
| 265 | 372 | 96 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.68 | 86.94 | 88.82 | 87.94 | 88.14 | 89.32 | 88.58 | 88.55 | 87.86 | 87.91 | 90.06 | 88.78 | 88.47 | 87.82 | 87.92 | 89.36 | 89.10 | 89.78 | 88.87 | 87.88 | 88.81 | 88.79 | 86.56 | 87.64 | 86.50 | 89.71 |
| 266 | 372 | 96 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 87.49 | 85.83 | 87.94 | 87.57 | 90.22 | 89.97 | 88.76 | 88.13 | 90.04 | 89.51 | 88.87 | 88.97 | 89.15 | 87.37 | 88.86 | 90.84 | 90.81 | 90.02 | 90.17 | 88.72 | 89.48 | 87.96 | 90.37 | 87.61 | 90.33 | 89.27 |
| 267 | 372 | 96 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 87.92 | 87.77 | 89.88 | 89.12 | 88.66 | 89.43 | 88.11 | 88.73 | 88.85 | 87.57 | 88.20 | 86.12 | 89.74 | 90.64 | 87.84 | 90.04 | 89.68 | 90.96 | 90.78 | 89.56 | 89.14 | 87.45 | 89.03 | 87.75 | 87.93 | 87.97 |
| 272 | 372 | 96 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.90 | 87.95 | 89.71 | 88.10 | 88.24 | 90.08 | 87.85 | 88.09 | 89.35 | 88.09 | 89.75 | 88.66 | 88.29 | 89.72 | 89.74 | 89.55 | 88.73 | 88.83 | 92.14 | 90.27 | 88.63 | 89.84 | 91.73 | 88.95 | 89.98 | 88.16 |
| 273 | 372 | 96 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.84 | 91.32 | 88.66 | 89.09 | 88.31 | 89.44 | 89.20 | 89.63 | 90.39 | 88.50 | 88.60 | 88.64 | 90.13 | 90.97 | 89.03 | 90.11 | 89.90 | 88.92 | 90.84 | 89.40 | 89.79 | 87.95 | 89.80 | 88.50 | 86.28 | 89.50 |
| 274 | 372 | 96 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.12 | 88.86 | 88.51 | 87.93 | 88.09 | 88.42 | 88.25 | 88.81 | 88.89 | 90.12 | 88.22 | 87.28 | 87.70 | 88.47 | 88.87 | 90.03 | 88.48 | 89.61 | 90.48 | 88.51 | 88.58 | 89.15 | 90.71 | 88.30 | 90.06 | 88.37 |
| 275 | 372 | 96 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 89.01 | 88.23 | 90.27 | 89.08 | 88.20 | 88.67 | 87.74 | 89.19 | 88.77 | 88.29 | 90.48 | 89.92 | 88.06 | 88.56 | 88.18 | 89.82 | 90.08 | 90.89 | 91.61 | 88.92 | 90.13 | 89.19 | 90.78 | 87.86 | 89.01 | 88.24 |
| 280 | 372 | 96 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.43 | 89.72 | 90.21 | 88.61 | 88.22 | 88.21 | 89.99 | 87.63 | 89.42 | 89.16 | 88.68 | 88.18 | 89.97 | 90.45 | 88.29 | 90.22 | 89.81 | 89.94 | 91.18 | 90.57 | 88.51 | 88.11 | 90.15 | 89.31 | 89.85 | 89.41 |
| 281 | 372 | 96 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.31 | 88.55 | 90.00 | 88.74 | 89.45 | 87.74 | 89.22 | 89.26 | 90.68 | 90.27 | 91.05 | 87.59 | 91.12 | 89.53 | 88.61 | 90.99 | 90.95 | 91.77 | 89.70 | 89.47 | 88.41 | 87.57 | 89.41 | 88.20 | 88.15 | 88.52 |
| 282 | 372 | 96 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.02 | 90.04 | 89.79 | 89.89 | 88.66 | 89.42 | 90.72 | 89.52 | 89.97 | 89.35 | 87.91 | 88.66 | 89.68 | 91.08 | 89.53 | 90.19 | 89.44 | 90.52 | 90.81 | 89.80 | 89.97 | 88.16 | 91.98 | 88.78 | 89.23 | 87.46 |
| 283 | 372 | 96 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 87.88 | 90.02 | 88.95 | 86.21 | 86.88 | 87.27 | 91.10 | 89.96 | 89.05 | 89.52 | 90.33 | 89.38 | 88.39 | 89.89 | 88.89 | 88.41 | 89.73 | 88.91 | 90.79 | 88.77 | 88.72 | 89.56 | 92.89 | 89.53 | 87.42 | 88.21 |
The global mean maximum row:
| mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | average_map | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 241 | 87.29 | 87.60 | 86.49 | 87.97 | 87.46 | 88.88 | 89.20 | 88.44 | 88.17 | 87.37 | 88.59 | 88.20 | 88.79 | 88.88 | 86.21 | 88.80 | 86.93 | 88.41 | 88.79 | 88.31 | 86.88 | 86.31 | 87.99 | 87.76 | 88.10 | 87.62 | 87.901538 |
| 266 | 87.24 | 86.53 | 86.13 | 87.45 | 87.45 | 88.57 | 87.34 | 87.24 | 87.12 | 88.00 | 87.48 | 88.95 | 89.92 | 87.31 | 87.57 | 88.70 | 88.98 | 88.48 | 87.92 | 88.41 | 88.09 | 86.87 | 89.34 | 85.38 | 88.77 | 86.00 | 87.740000 |
| 217 | 86.42 | 87.10 | 86.63 | 87.87 | 87.32 | 87.40 | 87.86 | 88.12 | 87.83 | 87.21 | 87.62 | 88.03 | 89.40 | 89.40 | 87.43 | 88.18 | 86.81 | 87.66 | 88.57 | 88.49 | 87.66 | 87.04 | 88.99 | 86.22 | 89.87 | 86.02 | 87.736538 |
| 226 | 87.70 | 86.53 | 86.75 | 87.20 | 85.81 | 88.53 | 89.06 | 88.48 | 87.23 | 89.02 | 86.86 | 89.00 | 88.67 | 87.08 | 85.64 | 89.39 | 88.51 | 88.11 | 88.78 | 87.78 | 86.39 | 87.99 | 87.68 | 85.73 | 87.48 | 88.35 | 87.682692 |
| 265 | 88.91 | 88.06 | 86.46 | 87.81 | 87.10 | 86.96 | 87.41 | 87.65 | 87.95 | 88.30 | 88.36 | 87.59 | 87.13 | 87.29 | 87.26 | 87.13 | 87.60 | 89.21 | 88.44 | 88.62 | 88.67 | 88.15 | 86.55 | 87.05 | 86.46 | 87.11 | 87.662692 |
| 264 | 87.83 | 87.66 | 86.73 | 86.74 | 85.91 | 88.30 | 86.85 | 88.22 | 87.88 | 86.90 | 88.29 | 89.44 | 89.49 | 88.69 | 87.00 | 88.57 | 87.15 | 88.07 | 88.43 | 87.44 | 87.57 | 88.33 | 89.31 | 86.79 | 86.90 | 83.80 | 87.626538 |
| 242 | 86.29 | 89.17 | 85.78 | 87.41 | 86.91 | 88.43 | 86.67 | 86.81 | 88.40 | 87.57 | 88.02 | 88.31 | 88.52 | 87.04 | 87.78 | 87.86 | 86.06 | 87.85 | 87.67 | 88.02 | 88.24 | 87.52 | 87.91 | 89.05 | 88.42 | 86.49 | 87.623077 |
| 169 | 87.82 | 87.10 | 86.52 | 87.14 | 87.33 | 88.47 | 88.43 | 87.62 | 87.40 | 88.00 | 88.06 | 88.63 | 88.03 | 86.34 | 86.10 | 88.58 | 87.51 | 88.25 | 89.07 | 88.10 | 88.97 | 87.62 | 87.73 | 86.58 | 87.48 | 84.67 | 87.598077 |
| 170 | 88.91 | 86.49 | 86.42 | 86.79 | 87.79 | 88.55 | 88.23 | 87.42 | 87.96 | 87.45 | 88.61 | 88.16 | 89.35 | 87.59 | 86.32 | 88.16 | 86.22 | 87.64 | 87.45 | 88.11 | 86.87 | 86.77 | 88.23 | 87.16 | 87.58 | 85.98 | 87.546538 |
| 243 | 87.50 | 87.28 | 85.38 | 85.92 | 85.90 | 87.43 | 89.25 | 88.12 | 86.89 | 87.74 | 88.34 | 87.89 | 87.33 | 88.77 | 86.86 | 89.70 | 86.35 | 88.74 | 89.26 | 87.02 | 86.16 | 86.94 | 89.09 | 87.60 | 87.29 | 87.19 | 87.536154 |
Model performance on validation data (Mann-Whitney U Test)
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues_mw = []
pvalues_real_mw = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
pvalues_real_mw.append(p_value_mw)
pvalues_mw.append((p_value_mw >= 0.05)*1)
dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw
dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')
max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 217 | 372 | 96 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.42 | 87.10 | 86.63 | 87.87 | 87.32 | 87.40 | 87.86 | 88.12 | 87.83 | 87.21 | 87.62 | 88.03 | 89.40 | 89.40 | 87.43 | 88.18 | 86.81 | 87.66 | 88.57 | 88.49 | 87.66 | 87.04 | 88.99 | 86.22 | 89.87 | 86.02 |
| 218 | 372 | 96 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.78 | 87.39 | 85.85 | 87.10 | 88.23 | 87.85 | 87.30 | 87.66 | 87.89 | 86.94 | 88.73 | 87.05 | 88.15 | 87.90 | 87.61 | 89.63 | 88.94 | 88.27 | 88.74 | 89.12 | 86.40 | 84.33 | 87.99 | 86.68 | 85.42 | 85.61 |
| 241 | 372 | 96 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.29 | 87.60 | 86.49 | 87.97 | 87.46 | 88.88 | 89.20 | 88.44 | 88.17 | 87.37 | 88.59 | 88.20 | 88.79 | 88.88 | 86.21 | 88.80 | 86.93 | 88.41 | 88.79 | 88.31 | 86.88 | 86.31 | 87.99 | 87.76 | 88.10 | 87.62 |
| 242 | 372 | 96 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.29 | 89.17 | 85.78 | 87.41 | 86.91 | 88.43 | 86.67 | 86.81 | 88.40 | 87.57 | 88.02 | 88.31 | 88.52 | 87.04 | 87.78 | 87.86 | 86.06 | 87.85 | 87.67 | 88.02 | 88.24 | 87.52 | 87.91 | 89.05 | 88.42 | 86.49 |
| 243 | 372 | 96 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.50 | 87.28 | 85.38 | 85.92 | 85.90 | 87.43 | 89.25 | 88.12 | 86.89 | 87.74 | 88.34 | 87.89 | 87.33 | 88.77 | 86.86 | 89.70 | 86.35 | 88.74 | 89.26 | 87.02 | 86.16 | 86.94 | 89.09 | 87.60 | 87.29 | 87.19 |
| 264 | 372 | 96 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.83 | 87.66 | 86.73 | 86.74 | 85.91 | 88.30 | 86.85 | 88.22 | 87.88 | 86.90 | 88.29 | 89.44 | 89.49 | 88.69 | 87.00 | 88.57 | 87.15 | 88.07 | 88.43 | 87.44 | 87.57 | 88.33 | 89.31 | 86.79 | 86.90 | 83.80 |
| 265 | 372 | 96 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.91 | 88.06 | 86.46 | 87.81 | 87.10 | 86.96 | 87.41 | 87.65 | 87.95 | 88.30 | 88.36 | 87.59 | 87.13 | 87.29 | 87.26 | 87.13 | 87.60 | 89.21 | 88.44 | 88.62 | 88.67 | 88.15 | 86.55 | 87.05 | 86.46 | 87.11 |
| 266 | 372 | 96 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 87.24 | 86.53 | 86.13 | 87.45 | 87.45 | 88.57 | 87.34 | 87.24 | 87.12 | 88.00 | 87.48 | 88.95 | 89.92 | 87.31 | 87.57 | 88.70 | 88.98 | 88.48 | 87.92 | 88.41 | 88.09 | 86.87 | 89.34 | 85.38 | 88.77 | 86.00 |
| 146 | 372 | 96 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.86 | 88.70 | 86.91 | 87.37 | 87.18 | 88.75 | 89.15 | 86.07 | 88.34 | 87.60 | 87.96 | 86.75 | 88.51 | 87.45 | 86.16 | 88.50 | 88.06 | 86.61 | 87.99 | 87.89 | 87.08 | 84.50 | 88.12 | 88.14 | 85.70 | 87.80 |
| 169 | 372 | 96 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.82 | 87.10 | 86.52 | 87.14 | 87.33 | 88.47 | 88.43 | 87.62 | 87.40 | 88.00 | 88.06 | 88.63 | 88.03 | 86.34 | 86.10 | 88.58 | 87.51 | 88.25 | 89.07 | 88.10 | 88.97 | 87.62 | 87.73 | 86.58 | 87.48 | 84.67 |
| 170 | 372 | 96 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.91 | 86.49 | 86.42 | 86.79 | 87.79 | 88.55 | 88.23 | 87.42 | 87.96 | 87.45 | 88.61 | 88.16 | 89.35 | 87.59 | 86.32 | 88.16 | 86.22 | 87.64 | 87.45 | 88.11 | 86.87 | 86.77 | 88.23 | 87.16 | 87.58 | 85.98 |
| 193 | 372 | 96 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 86.94 | 87.93 | 87.00 | 87.08 | 87.30 | 87.49 | 87.27 | 88.21 | 88.30 | 88.24 | 87.72 | 86.88 | 88.83 | 87.68 | 88.40 | 88.26 | 86.45 | 88.85 | 88.46 | 88.74 | 84.63 | 85.91 | 88.63 | 84.57 | 85.71 | 86.07 |
| 195 | 372 | 96 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 86.56 | 87.78 | 87.58 | 86.33 | 88.24 | 87.64 | 86.78 | 87.77 | 87.79 | 88.43 | 88.47 | 88.36 | 88.44 | 87.43 | 86.69 | 89.02 | 87.30 | 88.17 | 87.97 | 88.87 | 86.29 | 86.55 | 86.15 | 85.98 | 86.76 | 87.05 |
| 226 | 372 | 96 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.70 | 86.53 | 86.75 | 87.20 | 85.81 | 88.53 | 89.06 | 88.48 | 87.23 | 89.02 | 86.86 | 89.00 | 88.67 | 87.08 | 85.64 | 89.39 | 88.51 | 88.11 | 88.78 | 87.78 | 86.39 | 87.99 | 87.68 | 85.73 | 87.48 | 88.35 |
| 227 | 372 | 96 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.69 | 88.88 | 87.38 | 85.97 | 86.81 | 87.35 | 87.74 | 87.42 | 87.09 | 87.41 | 88.51 | 88.13 | 86.38 | 85.90 | 86.85 | 88.00 | 89.55 | 87.97 | 88.52 | 88.80 | 85.50 | 86.26 | 89.25 | 85.00 | 89.18 | 87.93 |
| 249 | 372 | 96 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.24 | 86.66 | 86.36 | 86.93 | 86.92 | 87.24 | 88.26 | 87.91 | 88.25 | 87.63 | 87.30 | 86.62 | 87.46 | 87.68 | 88.23 | 87.59 | 89.20 | 88.50 | 88.55 | 88.64 | 86.15 | 85.72 | 88.61 | 87.50 | 87.29 | 87.18 |
Size of the All data: (144, 29)
Size of the Sig data: (16, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2 | 372 | 96 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.20 | 86.56 | 87.39 | 88.37 | 87.54 | 90.06 | 90.81 | 89.78 | 87.39 | 88.72 | 89.26 | 85.69 | 91.06 | 90.68 | 88.61 | 89.01 | 90.46 | 90.85 | 90.83 | 89.31 | 89.00 | 87.42 | 91.43 | 87.57 | 90.46 | 88.32 |
| 14 | 372 | 96 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.60 | 88.17 | 88.43 | 89.40 | 88.34 | 87.67 | 88.68 | 87.16 | 90.02 | 87.19 | 88.21 | 88.02 | 89.34 | 89.20 | 87.16 | 88.51 | 89.23 | 90.79 | 87.74 | 88.51 | 86.62 | 87.02 | 89.98 | 87.32 | 86.95 | 86.42 |
| 0 | 372 | 96 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.78 | 89.28 | 88.77 | 87.80 | 88.11 | 89.74 | 88.72 | 88.85 | 87.82 | 88.18 | 89.51 | 90.49 | 89.91 | 92.12 | 88.24 | 90.01 | 88.57 | 90.64 | 91.13 | 89.59 | 91.03 | 87.75 | 89.12 | 87.00 | 89.52 | 87.05 |
| 6 | 372 | 96 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.57 | 89.49 | 87.99 | 88.68 | 89.81 | 88.32 | 86.44 | 86.64 | 88.04 | 88.91 | 89.52 | 89.34 | 89.70 | 87.86 | 88.35 | 89.46 | 87.53 | 89.79 | 88.09 | 87.00 | 90.52 | 87.64 | 89.73 | 89.47 | 89.69 | 87.76 |
| 9 | 372 | 96 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.60 | 87.27 | 85.81 | 87.52 | 88.63 | 86.76 | 89.68 | 88.14 | 88.37 | 88.46 | 89.04 | 85.55 | 87.98 | 91.55 | 87.61 | 86.52 | 89.19 | 89.11 | 87.60 | 87.70 | 88.14 | 88.19 | 91.14 | 88.99 | 88.30 | 88.67 |
| 5 | 372 | 96 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.02 | 88.75 | 89.41 | 87.60 | 88.93 | 88.50 | 89.57 | 87.92 | 88.89 | 90.04 | 89.72 | 88.14 | 90.16 | 91.25 | 86.24 | 91.53 | 89.60 | 91.65 | 89.85 | 89.14 | 88.86 | 87.33 | 89.75 | 87.31 | 89.60 | 86.14 |
| 4 | 372 | 96 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.68 | 86.94 | 88.82 | 87.94 | 88.14 | 89.32 | 88.58 | 88.55 | 87.86 | 87.91 | 90.06 | 88.78 | 88.47 | 87.82 | 87.92 | 89.36 | 89.10 | 89.78 | 88.87 | 87.88 | 88.81 | 88.79 | 86.56 | 87.64 | 86.50 | 89.71 |
| 1 | 372 | 96 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 87.49 | 85.83 | 87.94 | 87.57 | 90.22 | 89.97 | 88.76 | 88.13 | 90.04 | 89.51 | 88.87 | 88.97 | 89.15 | 87.37 | 88.86 | 90.84 | 90.81 | 90.02 | 90.17 | 88.72 | 89.48 | 87.96 | 90.37 | 87.61 | 90.33 | 89.27 |
| 13 | 372 | 96 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.28 | 90.50 | 88.45 | 87.91 | 89.44 | 89.79 | 88.20 | 88.78 | 89.00 | 88.85 | 89.49 | 86.68 | 89.28 | 90.16 | 87.29 | 90.59 | 89.85 | 84.82 | 89.24 | 87.51 | 89.99 | 87.54 | 89.72 | 89.83 | 86.41 | 88.30 |
| 7 | 372 | 96 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.21 | 88.87 | 89.68 | 88.17 | 89.04 | 89.48 | 90.94 | 89.85 | 89.07 | 90.09 | 90.12 | 90.48 | 90.60 | 90.10 | 88.76 | 89.86 | 90.29 | 89.81 | 91.56 | 89.68 | 90.74 | 87.42 | 90.43 | 90.01 | 89.23 | 86.41 |
| 8 | 372 | 96 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.69 | 87.04 | 87.46 | 88.24 | 89.83 | 88.14 | 89.09 | 87.53 | 89.26 | 87.91 | 89.62 | 86.59 | 89.34 | 88.15 | 86.99 | 88.31 | 89.16 | 89.04 | 90.09 | 88.05 | 88.27 | 86.75 | 91.22 | 87.77 | 90.30 | 87.92 |
| 15 | 372 | 96 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.74 | 88.26 | 91.01 | 87.34 | 89.45 | 89.27 | 87.95 | 88.03 | 89.85 | 89.86 | 90.30 | 86.07 | 88.80 | 88.81 | 87.27 | 89.08 | 88.40 | 91.33 | 89.08 | 87.57 | 85.28 | 88.17 | 90.42 | 87.25 | 86.90 | 87.23 |
| 12 | 372 | 96 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.21 | 89.75 | 89.10 | 87.06 | 88.81 | 87.52 | 83.79 | 88.39 | 90.04 | 88.40 | 89.06 | 87.93 | 88.68 | 89.74 | 87.75 | 89.75 | 88.56 | 88.72 | 88.89 | 90.08 | 87.96 | 87.55 | 88.70 | 89.03 | 88.51 | 86.59 |
| 3 | 372 | 96 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.30 | 87.12 | 88.28 | 89.06 | 88.46 | 87.85 | 90.53 | 90.17 | 90.17 | 91.24 | 89.27 | 90.54 | 90.42 | 90.31 | 87.45 | 90.24 | 90.05 | 88.78 | 91.15 | 89.74 | 89.77 | 88.89 | 91.01 | 88.98 | 90.92 | 88.68 |
| 11 | 372 | 96 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.08 | 88.76 | 89.92 | 88.08 | 88.99 | 87.71 | 89.35 | 87.05 | 89.66 | 90.60 | 90.35 | 89.25 | 89.35 | 89.54 | 90.03 | 89.59 | 91.32 | 89.45 | 88.97 | 90.01 | 89.76 | 88.77 | 90.94 | 87.88 | 90.76 | 88.72 |
| 10 | 372 | 96 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.54 | 88.88 | 90.25 | 90.26 | 89.70 | 88.12 | 90.45 | 88.90 | 88.05 | 90.15 | 90.62 | 87.53 | 89.09 | 89.54 | 88.81 | 88.32 | 90.68 | 90.23 | 90.46 | 89.87 | 88.81 | 87.47 | 90.52 | 89.50 | 87.84 | 89.40 |
Size of the test data: (16, 34)
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_16 | 88.504375 | 0.709957 |
| mAP_valid_abs_values_19 | 88.413125 | 0.495886 |
| mAP_valid_abs_values_13 | 88.400000 | 0.957782 |
| mAP_valid_abs_values_20 | 88.272500 | 0.557739 |
| mAP_valid_abs_values_23 | 88.223125 | 0.930618 |
| mAP_valid_abs_values_18 | 88.174375 | 0.593194 |
| mAP_valid_abs_values_11 | 88.057500 | 0.535344 |
| mAP_valid_abs_values_12 | 87.999375 | 0.836106 |
| mAP_valid_abs_values_6 | 87.990000 | 0.628129 |
| mAP_valid_abs_values_7 | 87.925000 | 0.899541 |
| mAP_valid_abs_values_9 | 87.780625 | 0.488405 |
| mAP_valid_abs_values_10 | 87.738125 | 0.567465 |
| mAP_valid_abs_values_8 | 87.697500 | 0.628018 |
| mAP_valid_abs_values_14 | 87.651875 | 0.923343 |
| mAP_valid_abs_values_17 | 87.601250 | 1.144167 |
| mAP_valid_abs_values_2 | 87.553750 | 0.844100 |
| mAP_valid_abs_values_25 | 87.400625 | 1.263743 |
| mAP_valid_abs_values | 87.311250 | 0.785221 |
| mAP_valid_abs_values_5 | 87.103750 | 0.735979 |
| mAP_valid_abs_values_4 | 87.067500 | 0.614128 |
| mAP_valid_abs_values_15 | 87.006875 | 0.800831 |
| mAP_valid_abs_values_21 | 86.971875 | 1.175081 |
| mAP_valid_abs_values_24 | 86.699375 | 1.194032 |
| mAP_valid_abs_values_22 | 86.675625 | 1.170453 |
| mAP_valid_abs_values_26 | 86.554375 | 1.220502 |
| mAP_valid_abs_values_3 | 86.523125 | 0.568210 |
We then apply the hyperparameters to the test set and average the results.
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_23 | 90.065000 | 1.209678 |
| mAP_test_abs_values_18 | 89.675625 | 1.564638 |
| mAP_test_abs_values_14 | 89.637500 | 1.394496 |
| mAP_test_abs_values_19 | 89.607500 | 1.239293 |
| mAP_test_abs_values_11 | 89.563750 | 0.626630 |
| mAP_test_abs_values_17 | 89.550000 | 1.021293 |
| mAP_test_abs_values_13 | 89.458125 | 0.818619 |
| mAP_test_abs_values_16 | 89.436250 | 1.187551 |
| mAP_test_abs_values_10 | 89.126250 | 1.125456 |
| mAP_test_abs_values_9 | 88.970625 | 0.941860 |
| mAP_test_abs_values_5 | 88.965000 | 0.742518 |
| mAP_test_abs_values_21 | 88.940000 | 1.499578 |
| mAP_test_abs_values_25 | 88.888750 | 1.570184 |
| mAP_test_abs_values_7 | 88.846250 | 1.786575 |
| average_map | 88.844014 | 0.456552 |
| mAP_test_abs_values_20 | 88.772500 | 1.033425 |
| mAP_test_abs_values_3 | 88.669375 | 1.261087 |
| mAP_test_abs_values_6 | 88.638750 | 1.024493 |
| mAP_test_abs_values_8 | 88.366875 | 1.015354 |
| mAP_test_abs_values_24 | 88.322500 | 1.038335 |
| mAP_test_abs_values | 88.249375 | 0.868696 |
| mAP_test_abs_values_2 | 88.216875 | 1.299265 |
| mAP_test_abs_values_4 | 88.187500 | 0.827329 |
| mAP_test_abs_values_12 | 88.128125 | 1.682986 |
| mAP_test_abs_values_15 | 87.958750 | 0.931056 |
| mAP_test_abs_values_26 | 87.911875 | 1.155464 |
| mAP_test_abs_values_22 | 87.791250 | 0.627703 |
Code
def extract_number(text):
if isinstance(text, str):
matches = re.findall(r'\d+', text)
return int(matches[0]) if matches else 1
return 1
res_valid_mwu_96['id'] = res_valid_mwu_96.index.to_series().apply(extract_number)
res_test_mwu_96['id'] = res_test_mwu_96.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid_mwu_96,res_test_mwu_96])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test_mwu_96 = res_test_mwu_96.sort_values(by=['id']).reset_index().query("index !='average_map'")
res_valid_mwu_96 = res_valid_mwu_96.reset_index(drop=True)
res_valid_mwu_96.columns = ['valid_score', 'std', 'id']
res_valid_mwu_96 = res_valid_mwu_96[['valid_score', 'id']]
res_test_mwu_96.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_96 = res_test_mwu_96[['test_score', 'id']]
result_merged_mwu_96 = pd.merge(res_valid_mwu_96,res_test_mwu_96,on='id')
result_merged_mwu_96.sort_values(by=['valid_score'], ascending=False,inplace=True)
result_merged_mwu_96 = result_merged_mwu_96[['id','valid_score','test_score']]
html_table = result_merged_mwu_96.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))| id | valid_score | test_score | |
|---|---|---|---|
| 0 | 16 | 88.504375 | 89.436250 |
| 1 | 19 | 88.413125 | 89.607500 |
| 2 | 13 | 88.400000 | 89.458125 |
| 3 | 20 | 88.272500 | 88.772500 |
| 4 | 23 | 88.223125 | 90.065000 |
| 5 | 18 | 88.174375 | 89.675625 |
| 6 | 11 | 88.057500 | 89.563750 |
| 7 | 12 | 87.999375 | 88.128125 |
| 8 | 6 | 87.990000 | 88.638750 |
| 9 | 7 | 87.925000 | 88.846250 |
| 10 | 9 | 87.780625 | 88.970625 |
| 11 | 10 | 87.738125 | 89.126250 |
| 12 | 8 | 87.697500 | 88.366875 |
| 13 | 14 | 87.651875 | 89.637500 |
| 14 | 17 | 87.601250 | 89.550000 |
| 15 | 2 | 87.553750 | 88.216875 |
| 16 | 25 | 87.400625 | 88.888750 |
| 17 | 1 | 87.311250 | 88.249375 |
| 18 | 5 | 87.103750 | 88.965000 |
| 19 | 4 | 87.067500 | 88.187500 |
| 20 | 15 | 87.006875 | 87.958750 |
| 21 | 21 | 86.971875 | 88.940000 |
| 22 | 24 | 86.699375 | 88.322500 |
| 23 | 22 | 86.675625 | 87.791250 |
| 24 | 26 | 86.554375 | 87.911875 |
| 25 | 3 | 86.523125 | 88.669375 |
The results in this presentation are from two experimental designs:
The thresholding is based on fixed values between -1 and 1 on a step size of 0.1.
Code
#%%
layer_vsn = 'v3_layers_v2'
dt_valid = pd.read_csv(f"final paper results/merged_validation_runs_wide_format_abs_17092024_top100_{layer_vsn}.csv")
dt_test = pd.read_csv(f"final paper results/merged_test_runs_wide_format_abs_17092024_top100_{layer_vsn}.csv")
output_size = 104
query = (
"output_size == @output_size "
)
dt_valid = dt_valid.query(query)
dt_test = dt_test.query(query)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 372 | 104 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 84.24 | 82.57 | 83.56 | 83.93 | 82.24 | 81.26 | 82.64 | 85.38 | 83.60 | 84.13 | 84.37 | 84.97 | 86.25 | 82.34 | 81.27 | 83.29 | 82.87 | 81.92 | 83.58 | 84.64 | 81.35 | 82.29 | 80.53 | 82.86 | 81.55 | 82.28 |
| 5 | 372 | 104 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 81.95 | 82.51 | 83.00 | 82.29 | 83.25 | 86.42 | 84.85 | 83.38 | 85.77 | 82.84 | 86.70 | 85.82 | 84.90 | 84.96 | 86.29 | 86.64 | 86.13 | 84.37 | 86.01 | 87.05 | 82.01 | 84.49 | 80.95 | 83.40 | 84.81 | 83.63 |
| 6 | 372 | 104 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 83.46 | 84.58 | 86.19 | 84.87 | 84.40 | 84.77 | 86.27 | 85.02 | 84.28 | 86.49 | 86.37 | 86.91 | 85.45 | 86.99 | 86.10 | 86.09 | 85.40 | 84.62 | 85.93 | 84.39 | 82.02 | 81.71 | 81.44 | 83.31 | 81.99 | 81.06 |
| 7 | 372 | 104 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 83.31 | 84.40 | 83.74 | 84.36 | 84.23 | 85.79 | 84.56 | 84.25 | 85.65 | 83.66 | 86.35 | 87.77 | 85.74 | 86.56 | 86.02 | 85.22 | 86.31 | 84.00 | 85.02 | 84.48 | 82.71 | 81.78 | 85.75 | 81.30 | 82.99 | 85.14 |
| 12 | 372 | 104 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 82.41 | 84.52 | 82.76 | 84.01 | 82.54 | 86.07 | 84.94 | 84.93 | 86.07 | 83.42 | 84.83 | 83.51 | 83.86 | 84.03 | 84.54 | 85.24 | 84.40 | 85.19 | 84.57 | 83.46 | 81.65 | 83.26 | 82.05 | 82.04 | 79.70 | 82.21 |
| 13 | 372 | 104 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.40 | 84.18 | 86.94 | 85.67 | 83.01 | 85.00 | 84.74 | 85.22 | 86.75 | 86.87 | 85.64 | 85.27 | 85.46 | 86.91 | 86.08 | 87.10 | 85.20 | 84.81 | 85.11 | 84.78 | 83.52 | 83.26 | 85.89 | 82.52 | 82.55 | 81.24 |
| 14 | 372 | 104 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 83.64 | 85.35 | 83.80 | 85.40 | 82.68 | 85.36 | 85.43 | 85.84 | 84.94 | 85.80 | 84.74 | 86.43 | 86.91 | 85.97 | 85.27 | 85.73 | 85.99 | 85.14 | 86.23 | 83.62 | 83.00 | 83.01 | 83.64 | 81.63 | 83.56 | 84.73 |
| 15 | 372 | 104 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 82.86 | 83.88 | 84.00 | 83.81 | 85.90 | 86.97 | 85.14 | 85.07 | 85.03 | 85.21 | 87.60 | 87.70 | 85.60 | 85.65 | 86.21 | 85.77 | 86.95 | 87.20 | 88.45 | 87.21 | 86.23 | 82.80 | 83.14 | 84.67 | 84.18 | 82.24 |
| 20 | 372 | 104 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 80.64 | 84.64 | 84.51 | 83.55 | 85.03 | 85.96 | 82.34 | 84.51 | 84.25 | 83.85 | 85.48 | 85.26 | 83.07 | 86.46 | 85.41 | 86.34 | 85.26 | 84.07 | 87.00 | 85.53 | 82.91 | 81.64 | 83.42 | 84.08 | 83.72 | 82.13 |
| 21 | 372 | 104 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 84.86 | 84.75 | 84.56 | 82.17 | 84.58 | 86.28 | 84.38 | 85.50 | 85.88 | 88.15 | 85.91 | 85.46 | 84.62 | 83.36 | 84.84 | 86.14 | 83.01 | 82.80 | 84.53 | 86.41 | 81.39 | 83.10 | 80.78 | 80.81 | 82.52 | 81.75 |
| 22 | 372 | 104 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 83.00 | 81.71 | 83.07 | 84.64 | 85.02 | 86.12 | 87.21 | 86.07 | 85.89 | 84.44 | 86.08 | 87.29 | 86.67 | 87.34 | 85.02 | 84.68 | 82.12 | 83.41 | 85.81 | 86.28 | 81.26 | 82.63 | 82.80 | 83.13 | 84.57 | 82.26 |
| 23 | 372 | 104 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 85.06 | 86.16 | 86.37 | 83.09 | 86.68 | 83.27 | 85.06 | 86.10 | 83.24 | 87.92 | 84.64 | 85.55 | 85.82 | 84.98 | 87.55 | 85.22 | 86.43 | 85.55 | 86.91 | 85.30 | 82.09 | 84.61 | 86.53 | 84.76 | 80.46 | 82.64 |
| 28 | 372 | 104 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 83.43 | 83.04 | 82.61 | 85.32 | 85.05 | 86.82 | 86.34 | 84.24 | 84.61 | 84.81 | 84.55 | 85.45 | 85.29 | 83.67 | 83.30 | 85.09 | 85.92 | 84.87 | 86.19 | 85.04 | 83.28 | 82.64 | 82.37 | 83.59 | 83.11 | 81.42 |
| 29 | 372 | 104 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 84.97 | 83.25 | 84.41 | 84.26 | 84.18 | 86.72 | 84.15 | 86.83 | 87.79 | 85.10 | 87.70 | 85.41 | 85.97 | 87.56 | 86.11 | 87.19 | 85.66 | 88.70 | 85.31 | 85.06 | 84.18 | 83.90 | 85.30 | 84.02 | 82.93 | 85.19 |
| 30 | 372 | 104 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 83.20 | 84.10 | 84.82 | 83.19 | 83.00 | 84.89 | 85.57 | 85.51 | 87.36 | 85.31 | 85.94 | 86.49 | 85.46 | 84.50 | 83.96 | 87.03 | 85.54 | 85.25 | 84.07 | 85.98 | 80.66 | 80.17 | 85.54 | 81.97 | 82.68 | 82.30 |
| 31 | 372 | 104 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 85.49 | 85.47 | 82.56 | 86.30 | 84.74 | 85.94 | 85.51 | 82.88 | 86.10 | 86.19 | 87.02 | 85.75 | 89.16 | 85.71 | 85.42 | 86.83 | 85.60 | 86.35 | 86.54 | 85.67 | 83.75 | 84.61 | 84.86 | 85.24 | 85.61 | 83.83 |
| 36 | 372 | 104 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 83.52 | 84.03 | 83.78 | 84.49 | 84.18 | 85.51 | 85.54 | 86.70 | 83.78 | 86.54 | 86.05 | 85.56 | 86.70 | 85.68 | 84.04 | 85.74 | 84.02 | 83.66 | 84.07 | 84.03 | 82.80 | 82.87 | 80.63 | 81.11 | 84.85 | 83.23 |
| 37 | 372 | 104 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 85.55 | 86.45 | 83.43 | 84.89 | 87.46 | 85.18 | 85.09 | 85.25 | 88.38 | 86.01 | 85.81 | 85.39 | 84.45 | 87.46 | 85.78 | 85.34 | 86.46 | 87.18 | 87.63 | 85.97 | 86.73 | 84.86 | 85.80 | 84.00 | 84.83 | 85.94 |
| 38 | 372 | 104 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 84.10 | 85.70 | 82.77 | 83.71 | 85.23 | 86.47 | 87.94 | 85.14 | 85.98 | 87.67 | 87.17 | 84.93 | 87.42 | 86.77 | 87.41 | 87.71 | 84.94 | 87.33 | 85.73 | 86.15 | 83.74 | 85.39 | 82.88 | 85.18 | 84.81 | 85.91 |
| 39 | 372 | 104 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 82.37 | 87.58 | 82.62 | 83.96 | 84.38 | 86.26 | 86.29 | 84.43 | 86.99 | 85.89 | 86.66 | 86.43 | 86.65 | 85.82 | 86.99 | 85.89 | 85.14 | 86.60 | 87.14 | 88.79 | 85.55 | 84.52 | 82.79 | 85.36 | 85.03 | 83.90 |
| 44 | 372 | 104 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 82.36 | 84.06 | 83.71 | 82.82 | 83.68 | 84.69 | 87.07 | 85.59 | 85.22 | 83.24 | 86.77 | 85.59 | 86.19 | 83.34 | 85.43 | 84.38 | 86.10 | 87.20 | 86.82 | 86.73 | 82.31 | 80.26 | 85.08 | 86.68 | 83.67 | 82.69 |
| 45 | 372 | 104 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.34 | 84.34 | 85.05 | 86.23 | 83.70 | 86.90 | 85.58 | 84.91 | 83.73 | 85.49 | 85.65 | 88.29 | 86.44 | 83.97 | 84.41 | 87.30 | 85.01 | 87.13 | 86.12 | 85.17 | 83.93 | 83.56 | 83.34 | 83.35 | 83.69 | 86.13 |
| 46 | 372 | 104 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 85.21 | 84.51 | 85.23 | 86.21 | 85.89 | 86.54 | 85.75 | 86.17 | 84.64 | 85.95 | 86.40 | 87.00 | 87.60 | 88.04 | 87.16 | 88.44 | 84.63 | 85.41 | 85.48 | 87.71 | 85.73 | 81.43 | 84.11 | 84.26 | 83.69 | 82.22 |
| 47 | 372 | 104 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 84.76 | 83.86 | 85.78 | 85.51 | 86.87 | 85.43 | 87.82 | 85.38 | 86.26 | 86.05 | 87.18 | 86.62 | 86.45 | 84.89 | 86.55 | 86.31 | 86.48 | 88.25 | 88.89 | 86.30 | 84.87 | 86.93 | 84.45 | 81.44 | 84.82 | 85.50 |
| 52 | 372 | 104 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 82.73 | 85.18 | 83.90 | 83.67 | 83.64 | 83.82 | 85.61 | 85.09 | 85.45 | 85.44 | 85.05 | 84.18 | 84.84 | 84.77 | 83.77 | 86.09 | 85.20 | 83.61 | 85.60 | 85.39 | 85.74 | 83.46 | 85.46 | 84.68 | 84.41 | 82.75 |
| 53 | 372 | 104 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 84.18 | 85.97 | 86.83 | 85.59 | 83.78 | 86.67 | 87.68 | 86.04 | 85.38 | 86.70 | 87.60 | 86.35 | 87.29 | 85.35 | 86.64 | 87.83 | 86.37 | 87.01 | 87.01 | 88.31 | 84.95 | 84.30 | 83.64 | 84.12 | 82.83 | 84.21 |
| 54 | 372 | 104 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 86.14 | 85.01 | 85.90 | 86.01 | 88.09 | 86.82 | 85.92 | 86.02 | 85.19 | 85.93 | 87.66 | 86.51 | 87.65 | 87.35 | 86.03 | 86.81 | 84.80 | 87.43 | 86.51 | 88.18 | 83.85 | 83.06 | 88.56 | 84.69 | 85.59 | 82.01 |
| 55 | 372 | 104 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 85.20 | 85.61 | 84.73 | 85.65 | 84.05 | 88.55 | 86.61 | 85.09 | 86.43 | 86.53 | 86.31 | 86.41 | 84.58 | 86.29 | 85.83 | 86.66 | 87.13 | 85.64 | 86.75 | 86.95 | 84.65 | 83.04 | 84.74 | 87.44 | 82.45 | 84.71 |
| 60 | 372 | 104 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 83.41 | 83.76 | 83.74 | 85.93 | 83.35 | 85.70 | 83.47 | 85.97 | 87.34 | 86.25 | 86.95 | 86.05 | 85.07 | 85.85 | 85.55 | 86.67 | 84.20 | 83.68 | 85.84 | 84.50 | 84.04 | 83.81 | 82.14 | 84.95 | 84.51 | 83.98 |
| 61 | 372 | 104 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 84.71 | 85.50 | 85.87 | 85.92 | 85.90 | 87.93 | 86.51 | 87.00 | 86.98 | 84.85 | 85.70 | 87.31 | 85.49 | 85.37 | 86.80 | 87.95 | 87.60 | 87.10 | 86.19 | 86.72 | 86.42 | 85.63 | 84.97 | 85.42 | 87.85 | 85.96 |
| 62 | 372 | 104 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 84.75 | 86.57 | 84.78 | 87.38 | 86.35 | 85.58 | 86.56 | 85.58 | 86.17 | 86.69 | 87.10 | 87.58 | 87.07 | 86.44 | 86.91 | 87.51 | 86.22 | 86.77 | 87.40 | 86.19 | 84.43 | 83.26 | 86.28 | 83.88 | 85.34 | 85.49 |
| 63 | 372 | 104 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 86.05 | 84.08 | 85.72 | 86.87 | 85.54 | 87.12 | 88.08 | 88.59 | 87.07 | 86.68 | 87.36 | 86.97 | 85.82 | 87.21 | 87.23 | 86.69 | 87.99 | 86.87 | 87.62 | 85.06 | 84.75 | 83.30 | 84.53 | 84.55 | 86.15 | 84.70 |
| 68 | 372 | 104 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 83.74 | 82.93 | 82.64 | 84.24 | 83.86 | 84.35 | 86.39 | 86.42 | 85.99 | 85.09 | 87.75 | 86.75 | 84.40 | 85.82 | 85.02 | 83.20 | 85.20 | 83.20 | 85.95 | 86.87 | 82.54 | 84.73 | 83.83 | 84.49 | 82.60 | 84.05 |
| 69 | 372 | 104 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 84.05 | 86.95 | 86.96 | 85.62 | 84.54 | 87.85 | 86.20 | 86.59 | 86.19 | 86.38 | 88.28 | 86.84 | 86.83 | 87.70 | 85.34 | 86.62 | 85.76 | 87.35 | 84.83 | 85.68 | 82.60 | 83.10 | 84.77 | 85.41 | 86.66 | 85.96 |
| 70 | 372 | 104 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 85.67 | 87.20 | 84.47 | 87.23 | 85.37 | 85.01 | 86.21 | 85.93 | 86.97 | 84.90 | 85.73 | 86.16 | 87.79 | 87.90 | 86.17 | 88.05 | 85.89 | 87.15 | 86.53 | 87.29 | 84.63 | 82.81 | 85.71 | 83.76 | 83.88 | 85.67 |
| 71 | 372 | 104 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 85.09 | 85.45 | 86.57 | 87.50 | 84.13 | 87.99 | 85.94 | 88.03 | 85.10 | 86.61 | 86.28 | 86.75 | 86.97 | 87.33 | 85.62 | 85.96 | 87.10 | 86.95 | 86.28 | 86.98 | 84.59 | 84.08 | 85.75 | 83.87 | 85.17 | 84.59 |
| 76 | 372 | 104 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 81.52 | 83.93 | 82.01 | 83.49 | 83.61 | 85.76 | 83.80 | 83.04 | 83.36 | 86.15 | 84.28 | 85.30 | 84.85 | 83.66 | 84.13 | 85.68 | 84.77 | 83.73 | 83.30 | 83.98 | 80.58 | 82.43 | 84.24 | 82.24 | 80.70 | 82.92 |
| 77 | 372 | 104 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 83.35 | 87.22 | 84.17 | 84.77 | 81.81 | 85.10 | 85.71 | 85.99 | 87.07 | 84.59 | 85.45 | 85.01 | 85.11 | 85.87 | 84.00 | 88.05 | 85.56 | 84.36 | 86.91 | 86.85 | 85.26 | 82.73 | 84.41 | 81.45 | 82.71 | 82.93 |
| 78 | 372 | 104 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 84.43 | 85.43 | 81.75 | 83.80 | 82.27 | 85.35 | 85.46 | 86.63 | 86.61 | 84.89 | 85.69 | 87.03 | 85.90 | 85.60 | 84.40 | 86.66 | 86.28 | 85.49 | 86.67 | 84.47 | 82.17 | 81.15 | 83.70 | 83.71 | 85.21 | 80.73 |
| 79 | 372 | 104 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 84.50 | 85.02 | 83.71 | 83.03 | 84.10 | 85.44 | 84.69 | 85.42 | 86.13 | 86.99 | 86.81 | 85.45 | 85.51 | 83.68 | 86.27 | 85.91 | 85.02 | 85.97 | 87.08 | 84.71 | 81.20 | 82.83 | 84.10 | 82.98 | 83.35 | 85.67 |
| 84 | 372 | 104 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 82.00 | 82.20 | 83.39 | 84.44 | 83.59 | 83.74 | 84.16 | 85.59 | 86.71 | 84.00 | 84.30 | 83.51 | 86.80 | 84.37 | 83.00 | 81.13 | 84.33 | 83.97 | 84.68 | 86.35 | 81.12 | 81.93 | 82.67 | 83.79 | 80.92 | 81.68 |
| 85 | 372 | 104 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 85.26 | 84.49 | 85.41 | 82.07 | 82.78 | 86.14 | 86.01 | 86.52 | 88.09 | 86.53 | 86.07 | 85.93 | 84.03 | 87.62 | 85.78 | 86.61 | 85.45 | 85.77 | 85.52 | 86.07 | 82.84 | 82.88 | 83.82 | 81.32 | 83.06 | 84.51 |
| 86 | 372 | 104 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 85.79 | 83.38 | 84.02 | 84.99 | 83.97 | 87.25 | 86.08 | 85.80 | 86.94 | 82.91 | 85.83 | 87.81 | 85.09 | 85.29 | 86.83 | 87.24 | 84.42 | 85.11 | 88.20 | 83.53 | 82.19 | 82.30 | 82.52 | 84.32 | 83.71 | 80.73 |
| 87 | 372 | 104 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 84.73 | 85.29 | 84.69 | 85.24 | 83.70 | 84.47 | 86.56 | 86.47 | 85.34 | 85.70 | 87.13 | 86.84 | 85.53 | 86.41 | 87.42 | 88.05 | 86.54 | 87.99 | 84.05 | 86.92 | 82.89 | 83.82 | 84.74 | 83.66 | 84.39 | 85.63 |
| 92 | 372 | 104 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 83.69 | 81.78 | 83.73 | 84.38 | 83.61 | 83.78 | 84.72 | 83.66 | 85.18 | 84.93 | 85.22 | 84.15 | 85.01 | 84.89 | 84.88 | 82.31 | 85.11 | 85.17 | 82.76 | 82.57 | 78.56 | 83.53 | 82.49 | 82.61 | 81.47 | 82.80 |
| 93 | 372 | 104 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 83.33 | 86.15 | 84.83 | 84.93 | 85.89 | 86.63 | 87.89 | 88.03 | 85.42 | 85.92 | 87.13 | 88.40 | 85.05 | 87.15 | 83.47 | 85.91 | 86.59 | 87.49 | 86.61 | 85.32 | 86.66 | 83.48 | 83.27 | 85.30 | 83.95 | 82.35 |
| 94 | 372 | 104 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 83.72 | 86.46 | 83.96 | 86.16 | 84.73 | 87.62 | 85.95 | 86.04 | 84.13 | 85.57 | 86.27 | 86.99 | 84.06 | 84.39 | 87.11 | 85.05 | 86.46 | 85.82 | 86.00 | 86.29 | 83.01 | 84.02 | 82.68 | 81.93 | 84.27 | 81.81 |
| 95 | 372 | 104 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 84.09 | 85.16 | 85.46 | 87.28 | 84.38 | 86.60 | 87.24 | 84.86 | 85.97 | 87.08 | 87.79 | 87.58 | 84.22 | 83.58 | 84.63 | 87.48 | 87.06 | 88.05 | 86.10 | 86.87 | 84.14 | 85.70 | 84.20 | 86.22 | 87.29 | 83.76 |
| 100 | 372 | 104 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 83.09 | 84.54 | 83.57 | 84.00 | 83.90 | 84.61 | 84.55 | 85.97 | 86.25 | 83.99 | 86.29 | 85.64 | 84.27 | 85.69 | 83.25 | 84.85 | 83.33 | 83.24 | 86.38 | 86.30 | 81.79 | 82.73 | 81.06 | 81.49 | 82.44 | 81.85 |
| 101 | 372 | 104 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 85.32 | 87.19 | 85.68 | 85.70 | 83.20 | 84.24 | 86.39 | 85.74 | 85.64 | 86.01 | 87.17 | 86.04 | 87.41 | 86.91 | 84.83 | 86.50 | 85.64 | 85.16 | 86.85 | 87.74 | 82.51 | 84.45 | 85.74 | 82.38 | 81.12 | 82.13 |
| 102 | 372 | 104 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.17 | 85.29 | 87.14 | 85.81 | 86.45 | 87.20 | 85.36 | 86.20 | 86.73 | 85.44 | 84.17 | 88.49 | 85.51 | 85.36 | 85.97 | 87.38 | 87.39 | 85.77 | 85.38 | 86.66 | 83.94 | 83.85 | 85.08 | 83.20 | 83.31 | 84.70 |
| 103 | 372 | 104 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 84.85 | 85.43 | 88.01 | 84.63 | 84.89 | 85.91 | 87.20 | 84.53 | 84.29 | 86.18 | 86.88 | 86.12 | 85.84 | 84.73 | 84.81 | 86.54 | 85.22 | 87.55 | 87.04 | 88.19 | 81.19 | 86.01 | 84.14 | 84.87 | 83.53 | 83.94 |
| 108 | 372 | 104 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 82.40 | 84.53 | 83.83 | 83.05 | 84.21 | 84.07 | 84.49 | 85.07 | 86.61 | 84.91 | 88.15 | 86.36 | 83.84 | 83.82 | 19.49 | 86.64 | 83.02 | 85.64 | 86.23 | 83.75 | 82.96 | 80.36 | 81.85 | 85.38 | 84.96 | 83.88 |
| 109 | 372 | 104 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 85.99 | 85.35 | 83.72 | 86.28 | 86.83 | 87.59 | 84.69 | 85.38 | 85.53 | 85.66 | 85.57 | 87.15 | 86.44 | 88.44 | 87.67 | 86.87 | 88.04 | 85.59 | 88.36 | 86.31 | 83.94 | 85.83 | 85.04 | 84.92 | 82.97 | 82.87 |
| 110 | 372 | 104 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 84.40 | 86.62 | 87.40 | 85.33 | 86.20 | 87.41 | 88.39 | 86.38 | 87.35 | 87.02 | 87.15 | 86.44 | 87.09 | 83.48 | 86.36 | 87.91 | 88.08 | 86.98 | 86.69 | 88.15 | 83.92 | 83.04 | 86.67 | 85.15 | 83.94 | 85.21 |
| 111 | 372 | 104 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.28 | 87.00 | 82.85 | 86.14 | 84.00 | 87.42 | 87.24 | 87.95 | 88.60 | 87.03 | 86.70 | 87.42 | 88.35 | 86.66 | 86.42 | 87.10 | 85.99 | 84.74 | 87.44 | 84.53 | 83.87 | 83.24 | 82.78 | 85.96 | 83.24 | 81.62 |
| 116 | 372 | 104 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 82.26 | 84.29 | 84.18 | 83.26 | 81.48 | 85.59 | 85.61 | 85.28 | 84.77 | 85.76 | 86.90 | 83.74 | 87.03 | 84.46 | 84.82 | 86.95 | 86.33 | 86.88 | 84.26 | 84.14 | 82.75 | 84.03 | 84.74 | 81.74 | 85.31 | 82.29 |
| 117 | 372 | 104 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 84.74 | 83.92 | 87.12 | 86.22 | 86.37 | 85.48 | 86.18 | 85.83 | 86.09 | 84.39 | 85.84 | 88.35 | 84.38 | 85.95 | 84.72 | 88.30 | 87.25 | 84.65 | 83.94 | 86.31 | 82.26 | 85.49 | 85.80 | 83.43 | 86.30 | 86.12 |
| 118 | 372 | 104 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 85.06 | 86.11 | 89.00 | 84.39 | 84.25 | 85.28 | 84.90 | 85.70 | 86.41 | 84.98 | 86.68 | 86.13 | 86.53 | 86.82 | 85.82 | 86.93 | 85.68 | 89.41 | 86.94 | 86.92 | 85.33 | 85.67 | 83.97 | 85.58 | 83.04 | 85.28 |
| 119 | 372 | 104 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.83 | 86.65 | 84.53 | 86.70 | 86.31 | 85.57 | 86.15 | 88.69 | 87.02 | 85.65 | 86.64 | 87.99 | 87.22 | 86.79 | 86.38 | 86.70 | 85.71 | 89.17 | 86.21 | 86.30 | 84.82 | 82.96 | 86.48 | 84.44 | 86.51 | 84.78 |
| 124 | 372 | 104 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 84.06 | 86.54 | 83.49 | 83.91 | 83.76 | 86.69 | 86.31 | 85.55 | 86.67 | 85.50 | 84.75 | 85.91 | 84.74 | 84.71 | 83.57 | 86.38 | 84.37 | 85.22 | 85.81 | 86.61 | 82.44 | 82.19 | 84.73 | 86.25 | 87.43 | 81.53 |
| 125 | 372 | 104 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 84.57 | 85.46 | 85.99 | 84.90 | 86.29 | 86.22 | 86.64 | 86.33 | 86.90 | 85.51 | 86.58 | 87.60 | 86.14 | 87.37 | 86.66 | 85.31 | 86.65 | 86.63 | 88.15 | 87.09 | 84.90 | 84.28 | 86.64 | 84.95 | 85.42 | 85.83 |
| 126 | 372 | 104 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 84.26 | 83.98 | 85.09 | 85.78 | 85.56 | 86.64 | 85.98 | 83.72 | 86.33 | 87.19 | 87.77 | 87.72 | 85.28 | 84.68 | 86.08 | 87.37 | 84.62 | 86.48 | 86.77 | 86.76 | 83.89 | 82.56 | 83.88 | 84.85 | 83.65 | 84.62 |
| 127 | 372 | 104 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 84.91 | 86.91 | 84.86 | 88.62 | 86.34 | 85.39 | 86.37 | 86.31 | 86.74 | 86.32 | 86.53 | 86.68 | 86.70 | 86.77 | 86.95 | 86.78 | 85.71 | 86.80 | 85.36 | 86.34 | 87.36 | 83.74 | 86.95 | 83.83 | 86.41 | 81.75 |
| 132 | 372 | 104 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 86.35 | 83.16 | 84.19 | 84.34 | 83.84 | 87.22 | 84.72 | 85.76 | 84.97 | 85.41 | 87.24 | 84.88 | 83.38 | 85.31 | 83.45 | 86.51 | 85.53 | 86.12 | 87.81 | 86.93 | 84.15 | 82.14 | 84.61 | 83.46 | 84.22 | 83.14 |
| 133 | 372 | 104 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 85.79 | 86.28 | 84.40 | 87.40 | 86.51 | 86.18 | 87.67 | 87.47 | 88.14 | 87.66 | 87.34 | 86.40 | 87.25 | 88.47 | 85.39 | 87.73 | 85.93 | 87.21 | 84.60 | 87.16 | 83.33 | 85.29 | 87.21 | 81.61 | 86.57 | 85.34 |
| 134 | 372 | 104 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 84.75 | 85.64 | 87.06 | 87.25 | 86.74 | 87.74 | 86.40 | 86.96 | 87.27 | 86.44 | 86.38 | 88.79 | 87.22 | 84.81 | 86.61 | 85.82 | 85.10 | 87.55 | 89.27 | 87.25 | 86.69 | 84.81 | 84.08 | 86.17 | 84.60 | 87.38 |
| 135 | 372 | 104 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 86.90 | 86.85 | 85.86 | 86.50 | 86.99 | 86.91 | 86.07 | 86.69 | 86.00 | 86.83 | 86.79 | 85.09 | 86.23 | 84.81 | 85.86 | 88.46 | 86.01 | 86.76 | 86.39 | 87.88 | 86.67 | 85.18 | 86.87 | 86.48 | 85.56 | 83.76 |
| 140 | 372 | 104 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 82.54 | 84.73 | 85.14 | 84.05 | 83.77 | 87.19 | 84.58 | 87.35 | 85.58 | 85.89 | 86.45 | 86.44 | 85.64 | 85.50 | 86.31 | 85.45 | 87.35 | 85.67 | 85.98 | 87.73 | 84.59 | 84.05 | 84.17 | 83.35 | 83.39 | 85.51 |
| 141 | 372 | 104 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 86.21 | 87.09 | 84.53 | 86.06 | 86.12 | 86.06 | 87.06 | 87.14 | 88.38 | 86.34 | 84.69 | 85.23 | 87.13 | 87.55 | 84.67 | 87.05 | 87.92 | 87.88 | 85.56 | 88.04 | 85.41 | 85.07 | 85.86 | 84.17 | 84.98 | 83.65 |
| 142 | 372 | 104 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.24 | 85.82 | 89.77 | 84.88 | 87.59 | 85.33 | 86.65 | 87.15 | 86.36 | 86.99 | 86.52 | 87.56 | 87.12 | 86.30 | 86.83 | 88.06 | 87.81 | 85.57 | 87.46 | 87.28 | 82.83 | 84.04 | 85.61 | 87.01 | 86.44 | 85.38 |
| 143 | 372 | 104 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 85.12 | 85.68 | 86.00 | 86.54 | 86.69 | 86.83 | 86.57 | 85.88 | 88.39 | 86.38 | 86.16 | 86.42 | 86.83 | 84.44 | 86.57 | 86.88 | 86.25 | 88.05 | 86.35 | 85.46 | 84.19 | 84.11 | 84.52 | 83.26 | 84.45 | 83.12 |
| 148 | 372 | 104 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.51 | 86.65 | 87.01 | 85.92 | 88.89 | 87.26 | 87.60 | 86.80 | 87.33 | 87.59 | 87.04 | 89.06 | 87.10 | 86.51 | 86.61 | 88.39 | 87.79 | 88.37 | 87.09 | 88.16 | 86.90 | 87.02 | 85.68 | 87.43 | 86.61 | 86.64 |
| 149 | 372 | 104 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 85.18 | 87.74 | 87.36 | 86.19 | 85.17 | 88.67 | 87.89 | 87.30 | 87.69 | 87.21 | 88.58 | 88.69 | 88.42 | 87.45 | 87.14 | 89.92 | 87.61 | 88.02 | 88.00 | 85.77 | 86.57 | 85.08 | 87.23 | 83.87 | 85.46 | 86.13 |
| 150 | 372 | 104 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.04 | 86.19 | 87.19 | 88.28 | 86.14 | 86.08 | 86.76 | 87.16 | 87.64 | 86.87 | 88.92 | 88.43 | 87.06 | 86.47 | 88.55 | 88.29 | 87.71 | 87.24 | 88.66 | 89.03 | 86.63 | 87.21 | 87.97 | 86.41 | 86.56 | 84.19 |
| 151 | 372 | 104 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.74 | 87.04 | 86.43 | 85.73 | 86.72 | 89.11 | 88.60 | 88.30 | 87.60 | 89.85 | 88.44 | 87.76 | 87.94 | 88.20 | 86.42 | 87.55 | 89.23 | 89.59 | 88.37 | 88.63 | 86.61 | 85.40 | 89.01 | 84.87 | 87.92 | 86.93 |
| 156 | 372 | 104 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.71 | 86.29 | 89.01 | 85.78 | 86.58 | 86.99 | 86.33 | 87.85 | 87.59 | 88.20 | 88.07 | 89.18 | 87.21 | 87.83 | 88.46 | 89.38 | 87.06 | 88.91 | 88.26 | 87.91 | 86.21 | 85.34 | 86.83 | 86.31 | 87.46 | 88.36 |
| 157 | 372 | 104 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 85.93 | 87.66 | 86.63 | 86.75 | 88.49 | 87.19 | 86.86 | 86.86 | 86.87 | 86.85 | 89.07 | 89.27 | 87.37 | 86.88 | 85.77 | 89.18 | 88.42 | 87.15 | 87.87 | 87.28 | 85.56 | 85.46 | 84.66 | 84.99 | 87.45 | 87.98 |
| 158 | 372 | 104 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 85.39 | 86.46 | 87.31 | 85.72 | 87.95 | 88.08 | 86.50 | 87.05 | 87.10 | 86.21 | 89.70 | 88.46 | 87.54 | 86.63 | 84.64 | 88.44 | 85.03 | 87.81 | 87.88 | 89.20 | 87.46 | 86.78 | 85.54 | 85.07 | 86.46 | 86.34 |
| 159 | 372 | 104 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.12 | 87.66 | 85.91 | 85.77 | 87.06 | 88.39 | 87.80 | 87.85 | 87.32 | 86.86 | 88.49 | 89.03 | 87.00 | 88.51 | 87.04 | 87.60 | 89.67 | 87.07 | 88.51 | 88.73 | 87.21 | 85.83 | 88.07 | 86.66 | 86.18 | 85.81 |
| 164 | 372 | 104 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.02 | 86.53 | 86.32 | 86.65 | 87.08 | 86.40 | 87.30 | 87.41 | 86.19 | 87.92 | 87.31 | 87.67 | 86.15 | 86.90 | 88.30 | 86.18 | 87.84 | 87.91 | 88.03 | 88.27 | 87.92 | 86.08 | 86.43 | 86.14 | 84.73 | 87.49 |
| 165 | 372 | 104 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.45 | 85.74 | 86.57 | 87.92 | 85.42 | 87.43 | 87.96 | 87.72 | 87.47 | 87.13 | 87.23 | 88.51 | 87.36 | 87.12 | 86.26 | 87.77 | 88.09 | 87.95 | 88.18 | 89.11 | 86.96 | 86.01 | 85.90 | 86.45 | 85.55 | 86.82 |
| 166 | 372 | 104 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.13 | 86.09 | 86.69 | 86.70 | 85.94 | 86.22 | 87.41 | 86.79 | 88.92 | 87.44 | 87.71 | 87.45 | 88.44 | 86.00 | 85.17 | 87.00 | 86.80 | 87.94 | 87.17 | 87.86 | 86.87 | 84.54 | 87.95 | 84.47 | 86.01 | 85.90 |
| 167 | 372 | 104 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.13 | 86.80 | 86.60 | 87.10 | 88.42 | 86.77 | 87.50 | 87.99 | 88.51 | 86.25 | 87.60 | 85.54 | 88.12 | 86.21 | 88.01 | 88.32 | 86.03 | 87.53 | 87.60 | 87.60 | 86.76 | 84.00 | 85.83 | 85.41 | 86.80 | 87.78 |
| 172 | 372 | 104 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.99 | 86.71 | 86.04 | 86.25 | 87.62 | 87.55 | 88.08 | 86.50 | 88.21 | 86.07 | 86.92 | 87.28 | 87.28 | 87.74 | 86.86 | 87.48 | 87.74 | 87.69 | 87.87 | 87.21 | 87.45 | 87.82 | 86.12 | 85.12 | 87.43 | 86.57 |
| 173 | 372 | 104 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.22 | 86.37 | 85.96 | 86.54 | 88.05 | 88.20 | 87.60 | 86.79 | 87.31 | 87.28 | 88.12 | 88.52 | 89.19 | 86.27 | 86.57 | 88.21 | 86.61 | 87.80 | 88.42 | 86.83 | 87.89 | 85.02 | 88.63 | 86.81 | 86.40 | 85.19 |
| 174 | 372 | 104 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.19 | 86.38 | 88.21 | 87.55 | 87.24 | 86.24 | 85.88 | 87.43 | 88.36 | 86.56 | 88.23 | 87.97 | 89.05 | 87.46 | 88.00 | 88.22 | 87.69 | 87.02 | 87.29 | 89.33 | 85.56 | 84.45 | 88.51 | 88.26 | 87.50 | 85.45 |
| 175 | 372 | 104 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 86.52 | 87.34 | 87.30 | 87.08 | 86.61 | 87.70 | 87.76 | 86.39 | 87.25 | 85.95 | 85.90 | 88.69 | 88.33 | 89.02 | 87.08 | 87.70 | 86.79 | 87.84 | 88.16 | 89.80 | 88.32 | 85.67 | 85.88 | 85.90 | 87.44 | 86.48 |
| 180 | 372 | 104 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.37 | 88.13 | 87.04 | 87.77 | 86.28 | 87.15 | 87.11 | 87.58 | 86.70 | 87.92 | 87.75 | 87.61 | 89.77 | 88.07 | 85.85 | 88.25 | 88.34 | 88.89 | 86.12 | 87.83 | 85.89 | 88.28 | 88.14 | 85.43 | 85.41 | 87.61 |
| 181 | 372 | 104 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.37 | 87.20 | 86.45 | 87.40 | 86.65 | 89.07 | 86.36 | 87.13 | 88.49 | 88.10 | 88.25 | 88.36 | 88.77 | 87.08 | 88.28 | 87.73 | 87.21 | 85.74 | 88.13 | 88.87 | 87.68 | 86.48 | 89.97 | 85.04 | 88.39 | 86.81 |
| 182 | 372 | 104 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 85.09 | 87.63 | 86.54 | 86.39 | 84.99 | 86.93 | 86.71 | 87.06 | 86.94 | 86.79 | 88.74 | 87.27 | 88.65 | 87.02 | 84.95 | 86.45 | 87.31 | 87.56 | 88.24 | 88.39 | 84.94 | 86.93 | 88.48 | 85.68 | 86.19 | 85.35 |
| 183 | 372 | 104 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 86.51 | 86.56 | 86.34 | 87.31 | 87.48 | 86.33 | 87.63 | 87.85 | 88.72 | 87.50 | 87.78 | 87.98 | 87.48 | 88.34 | 85.94 | 88.42 | 88.11 | 87.99 | 87.90 | 87.84 | 86.64 | 84.53 | 88.36 | 85.41 | 86.27 | 84.92 |
| 188 | 372 | 104 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 84.67 | 87.52 | 86.03 | 87.04 | 86.50 | 86.56 | 87.26 | 86.42 | 84.86 | 88.11 | 86.91 | 87.45 | 87.12 | 88.55 | 85.79 | 88.37 | 85.61 | 87.81 | 89.13 | 88.29 | 83.03 | 87.64 | 87.18 | 85.36 | 86.23 | 86.81 |
| 189 | 372 | 104 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 85.61 | 86.13 | 88.19 | 86.66 | 87.48 | 87.37 | 87.68 | 88.57 | 87.46 | 87.42 | 88.92 | 88.86 | 88.75 | 87.08 | 87.36 | 88.40 | 87.11 | 89.12 | 86.08 | 88.00 | 86.61 | 86.02 | 88.37 | 85.98 | 86.46 | 85.17 |
| 190 | 372 | 104 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.43 | 87.74 | 87.92 | 87.16 | 87.34 | 86.73 | 86.83 | 88.72 | 86.60 | 86.57 | 88.76 | 87.10 | 86.07 | 88.66 | 87.28 | 88.05 | 87.21 | 86.14 | 86.45 | 87.88 | 86.72 | 85.93 | 89.03 | 86.73 | 87.23 | 88.25 |
| 191 | 372 | 104 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.43 | 86.17 | 87.44 | 87.13 | 88.20 | 89.01 | 85.99 | 86.15 | 86.61 | 86.84 | 87.98 | 87.20 | 87.95 | 86.33 | 88.19 | 89.09 | 87.18 | 89.40 | 88.34 | 88.46 | 85.11 | 85.71 | 87.40 | 86.99 | 86.56 | 86.80 |
| 196 | 372 | 104 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 86.65 | 86.19 | 87.42 | 86.59 | 87.10 | 87.61 | 88.53 | 87.16 | 89.40 | 86.21 | 88.72 | 87.53 | 87.26 | 87.05 | 87.83 | 88.10 | 88.86 | 88.72 | 88.18 | 88.59 | 88.25 | 84.59 | 88.78 | 85.99 | 87.38 | 85.47 |
| 197 | 372 | 104 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 84.72 | 88.04 | 86.32 | 87.27 | 85.23 | 89.57 | 86.74 | 89.12 | 88.36 | 87.09 | 87.11 | 87.37 | 89.56 | 87.21 | 86.82 | 88.03 | 87.93 | 88.07 | 88.41 | 88.78 | 86.02 | 85.32 | 87.59 | 87.47 | 86.35 | 87.42 |
| 198 | 372 | 104 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 86.58 | 87.83 | 85.77 | 86.34 | 85.84 | 87.78 | 87.18 | 88.69 | 86.94 | 88.68 | 88.38 | 88.53 | 89.13 | 87.02 | 87.17 | 88.09 | 87.80 | 88.48 | 87.65 | 88.96 | 86.82 | 86.93 | 89.72 | 85.48 | 86.68 | 86.89 |
| 199 | 372 | 104 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.72 | 88.79 | 88.36 | 86.07 | 88.93 | 88.45 | 88.12 | 87.96 | 88.42 | 86.93 | 86.90 | 86.13 | 86.70 | 86.19 | 87.07 | 88.60 | 86.92 | 88.33 | 89.31 | 88.76 | 87.43 | 85.85 | 88.62 | 84.85 | 86.12 | 85.15 |
| 204 | 372 | 104 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 87.67 | 87.38 | 86.77 | 88.12 | 86.16 | 87.82 | 87.34 | 87.70 | 87.94 | 89.14 | 86.28 | 86.02 | 87.53 | 85.99 | 87.47 | 87.71 | 87.38 | 88.63 | 88.34 | 87.91 | 85.31 | 86.49 | 88.20 | 86.34 | 85.69 | 86.31 |
| 205 | 372 | 104 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 86.54 | 86.06 | 87.78 | 85.57 | 87.26 | 88.18 | 88.84 | 88.30 | 87.32 | 86.24 | 87.34 | 86.54 | 89.06 | 87.35 | 85.61 | 87.72 | 85.66 | 88.52 | 88.42 | 88.28 | 86.01 | 85.93 | 87.71 | 83.91 | 88.00 | 86.11 |
| 206 | 372 | 104 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 87.98 | 87.04 | 86.96 | 87.94 | 87.10 | 87.36 | 87.61 | 87.32 | 87.97 | 87.33 | 87.70 | 88.51 | 90.03 | 88.46 | 87.49 | 87.42 | 86.68 | 88.26 | 87.30 | 88.42 | 86.75 | 86.10 | 88.45 | 84.85 | 87.64 | 84.69 |
| 207 | 372 | 104 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.96 | 88.29 | 86.37 | 87.52 | 87.26 | 88.68 | 88.28 | 88.18 | 86.70 | 87.28 | 87.62 | 88.42 | 87.14 | 87.04 | 86.09 | 88.43 | 87.47 | 88.95 | 87.73 | 88.53 | 86.03 | 86.83 | 88.56 | 85.59 | 85.49 | 85.78 |
| 212 | 372 | 104 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.94 | 87.54 | 85.96 | 87.68 | 87.37 | 87.83 | 87.08 | 86.55 | 86.93 | 86.65 | 89.15 | 88.05 | 87.93 | 88.38 | 87.03 | 88.40 | 87.32 | 87.18 | 87.18 | 87.53 | 87.14 | 87.23 | 85.21 | 85.11 | 87.20 | 85.56 |
| 213 | 372 | 104 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.44 | 86.42 | 86.15 | 86.44 | 88.02 | 86.05 | 86.91 | 87.39 | 86.55 | 87.21 | 88.81 | 87.11 | 88.78 | 86.56 | 86.86 | 88.00 | 87.59 | 87.36 | 87.45 | 87.32 | 86.30 | 84.44 | 86.50 | 85.72 | 87.45 | 85.26 |
| 214 | 372 | 104 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 86.91 | 86.71 | 87.81 | 85.96 | 86.03 | 86.94 | 87.55 | 88.94 | 86.33 | 86.50 | 88.09 | 88.08 | 88.00 | 88.26 | 86.97 | 86.73 | 87.57 | 88.11 | 87.79 | 89.42 | 84.73 | 86.57 | 87.36 | 84.60 | 85.17 | 86.75 |
| 215 | 372 | 104 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.03 | 87.92 | 85.86 | 85.92 | 87.02 | 87.42 | 86.38 | 87.33 | 86.78 | 86.44 | 87.15 | 88.15 | 87.84 | 86.40 | 86.89 | 87.06 | 87.10 | 87.20 | 88.88 | 87.13 | 85.88 | 86.35 | 86.66 | 85.69 | 86.44 | 85.03 |
| 220 | 372 | 104 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 86.37 | 86.22 | 85.41 | 86.94 | 87.81 | 86.35 | 85.86 | 86.01 | 85.80 | 87.81 | 88.34 | 87.19 | 90.26 | 89.10 | 87.35 | 87.32 | 86.69 | 88.75 | 90.20 | 87.77 | 88.36 | 87.33 | 86.97 | 85.71 | 87.26 | 87.26 |
| 221 | 372 | 104 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.37 | 88.66 | 88.22 | 86.57 | 88.28 | 88.43 | 86.24 | 88.07 | 88.24 | 86.84 | 88.38 | 88.37 | 88.83 | 87.78 | 86.38 | 88.35 | 86.85 | 88.75 | 88.73 | 87.93 | 88.88 | 85.30 | 88.94 | 86.83 | 87.05 | 87.20 |
| 222 | 372 | 104 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.37 | 87.72 | 86.30 | 86.47 | 87.82 | 88.09 | 87.53 | 86.96 | 88.24 | 89.25 | 87.86 | 87.08 | 87.69 | 87.20 | 87.30 | 88.84 | 87.32 | 87.00 | 88.05 | 86.54 | 88.35 | 87.04 | 88.63 | 87.30 | 86.27 | 86.38 |
| 223 | 372 | 104 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.62 | 88.24 | 87.18 | 86.46 | 87.81 | 87.77 | 88.35 | 87.98 | 87.89 | 87.14 | 88.77 | 89.61 | 88.99 | 88.32 | 87.68 | 88.61 | 90.98 | 89.95 | 89.00 | 88.19 | 87.18 | 86.55 | 90.02 | 86.42 | 87.68 | 85.74 |
| 228 | 372 | 104 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.37 | 88.00 | 85.15 | 87.17 | 86.69 | 86.69 | 86.64 | 88.68 | 86.83 | 88.07 | 87.98 | 88.33 | 88.28 | 88.93 | 86.00 | 88.67 | 87.78 | 88.05 | 88.86 | 88.04 | 85.79 | 85.82 | 87.77 | 87.21 | 87.01 | 82.96 |
| 229 | 372 | 104 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.30 | 89.47 | 86.69 | 88.46 | 86.45 | 87.32 | 86.24 | 87.43 | 86.87 | 86.89 | 88.50 | 86.29 | 87.26 | 88.77 | 87.81 | 88.27 | 87.59 | 88.72 | 87.83 | 87.70 | 87.63 | 85.27 | 88.18 | 87.11 | 87.10 | 86.81 |
| 230 | 372 | 104 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.08 | 86.56 | 85.86 | 88.79 | 88.14 | 87.79 | 88.03 | 89.37 | 87.95 | 86.69 | 88.37 | 88.52 | 88.17 | 86.79 | 86.24 | 88.66 | 86.69 | 87.97 | 87.80 | 86.94 | 87.15 | 87.44 | 88.81 | 86.40 | 86.78 | 86.63 |
| 231 | 372 | 104 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.41 | 87.68 | 86.43 | 85.63 | 87.35 | 87.72 | 88.62 | 89.04 | 88.76 | 87.34 | 88.38 | 88.42 | 87.75 | 89.02 | 88.77 | 87.51 | 88.50 | 88.51 | 87.92 | 88.43 | 87.32 | 86.85 | 88.42 | 86.48 | 87.87 | 88.13 |
| 236 | 372 | 104 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.05 | 88.79 | 86.36 | 88.03 | 86.44 | 88.03 | 88.76 | 86.51 | 86.99 | 87.80 | 87.51 | 87.14 | 88.07 | 87.16 | 87.06 | 87.94 | 88.27 | 86.08 | 88.05 | 87.45 | 87.61 | 86.04 | 84.80 | 86.77 | 86.55 | 87.71 |
| 237 | 372 | 104 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 85.09 | 87.44 | 86.70 | 88.28 | 87.99 | 88.00 | 86.17 | 88.34 | 87.99 | 87.82 | 88.79 | 87.33 | 88.89 | 87.75 | 87.48 | 87.95 | 87.93 | 89.03 | 88.17 | 88.63 | 84.99 | 86.59 | 87.30 | 85.68 | 87.36 | 86.73 |
| 238 | 372 | 104 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.30 | 88.20 | 86.47 | 86.66 | 87.12 | 88.50 | 87.49 | 87.82 | 87.21 | 86.85 | 89.28 | 87.75 | 87.63 | 86.95 | 86.96 | 88.71 | 88.78 | 88.78 | 87.49 | 87.54 | 87.02 | 86.15 | 88.99 | 85.94 | 87.06 | 86.50 |
| 239 | 372 | 104 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.26 | 85.95 | 86.44 | 85.12 | 87.74 | 88.62 | 87.73 | 86.28 | 87.18 | 86.95 | 86.31 | 86.92 | 88.63 | 89.31 | 87.88 | 88.49 | 86.88 | 88.22 | 88.36 | 87.97 | 85.93 | 86.18 | 87.24 | 86.85 | 88.65 | 88.33 |
| 244 | 372 | 104 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.26 | 86.27 | 86.06 | 87.71 | 86.45 | 87.70 | 87.96 | 87.77 | 88.59 | 86.85 | 87.51 | 87.90 | 88.48 | 86.99 | 86.28 | 89.58 | 88.19 | 88.13 | 88.39 | 88.08 | 88.46 | 87.81 | 88.36 | 85.10 | 87.36 | 87.12 |
| 245 | 372 | 104 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.26 | 87.49 | 87.01 | 88.00 | 88.49 | 89.49 | 85.64 | 88.78 | 86.98 | 88.23 | 88.73 | 88.89 | 87.62 | 88.50 | 88.25 | 88.10 | 89.27 | 88.40 | 88.51 | 88.67 | 86.94 | 86.44 | 88.22 | 84.92 | 88.64 | 87.54 |
| 246 | 372 | 104 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.27 | 88.91 | 87.14 | 86.31 | 88.81 | 89.24 | 87.72 | 88.21 | 88.58 | 88.48 | 88.47 | 88.71 | 88.87 | 88.33 | 87.10 | 89.48 | 86.49 | 89.45 | 88.71 | 89.19 | 88.13 | 86.04 | 88.57 | 86.53 | 87.50 | 87.19 |
| 247 | 372 | 104 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.43 | 87.69 | 87.81 | 88.19 | 87.01 | 88.63 | 87.42 | 88.63 | 86.76 | 86.38 | 88.25 | 89.10 | 88.47 | 86.89 | 87.59 | 87.82 | 87.86 | 88.09 | 87.91 | 87.90 | 86.31 | 86.82 | 87.10 | 87.60 | 85.68 | 87.19 |
| 252 | 372 | 104 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 85.69 | 87.76 | 86.88 | 87.42 | 87.47 | 88.37 | 87.99 | 87.65 | 87.28 | 86.10 | 87.43 | 89.05 | 88.68 | 87.83 | 88.36 | 87.28 | 87.37 | 87.74 | 88.68 | 88.30 | 85.58 | 86.65 | 87.20 | 85.20 | 85.68 | 86.96 |
| 253 | 372 | 104 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.74 | 87.12 | 85.90 | 87.09 | 86.75 | 86.88 | 88.12 | 87.02 | 87.09 | 87.22 | 88.50 | 87.60 | 89.30 | 88.12 | 89.23 | 88.00 | 88.05 | 87.36 | 88.54 | 87.75 | 86.95 | 85.11 | 85.01 | 85.25 | 87.80 | 86.31 |
| 254 | 372 | 104 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.81 | 86.54 | 88.31 | 87.60 | 87.50 | 86.99 | 87.43 | 87.73 | 87.39 | 86.46 | 88.10 | 85.81 | 88.61 | 87.82 | 87.42 | 88.39 | 86.56 | 89.17 | 88.40 | 86.94 | 86.25 | 86.61 | 89.01 | 86.10 | 86.00 | 87.06 |
| 255 | 372 | 104 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 86.45 | 86.42 | 86.42 | 87.52 | 87.99 | 87.41 | 86.98 | 88.01 | 87.21 | 87.61 | 88.02 | 88.40 | 87.46 | 88.44 | 87.52 | 88.17 | 87.83 | 87.76 | 88.29 | 88.08 | 86.58 | 86.48 | 85.99 | 85.02 | 86.77 | 87.54 |
| 260 | 372 | 104 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 84.91 | 86.51 | 86.74 | 87.75 | 87.19 | 86.43 | 88.40 | 86.81 | 87.29 | 87.80 | 87.85 | 85.98 | 87.73 | 86.82 | 87.41 | 88.27 | 87.39 | 86.38 | 88.06 | 88.34 | 85.50 | 86.35 | 88.00 | 87.37 | 86.27 | 87.97 |
| 261 | 372 | 104 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.75 | 87.75 | 87.68 | 85.82 | 86.51 | 87.77 | 88.82 | 86.08 | 87.01 | 88.75 | 88.34 | 88.13 | 89.21 | 87.43 | 86.31 | 86.95 | 89.42 | 88.10 | 88.77 | 88.36 | 85.28 | 84.74 | 86.49 | 85.44 | 86.93 | 85.74 |
| 262 | 372 | 104 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.58 | 86.80 | 86.27 | 85.67 | 86.81 | 88.90 | 87.65 | 88.82 | 86.82 | 86.87 | 87.98 | 88.65 | 88.46 | 87.49 | 87.67 | 87.52 | 86.85 | 88.31 | 88.84 | 88.37 | 87.82 | 87.07 | 88.02 | 87.28 | 86.96 | 86.04 |
| 263 | 372 | 104 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 85.97 | 88.18 | 87.62 | 86.72 | 87.71 | 86.61 | 86.82 | 87.25 | 86.95 | 86.36 | 87.28 | 85.61 | 88.06 | 88.13 | 88.53 | 89.50 | 87.19 | 87.79 | 87.58 | 88.13 | 86.29 | 85.76 | 89.16 | 85.96 | 86.29 | 86.65 |
| 268 | 372 | 104 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 85.84 | 87.51 | 84.24 | 86.21 | 87.42 | 88.09 | 88.08 | 88.34 | 87.46 | 87.76 | 87.05 | 89.38 | 88.01 | 88.37 | 85.81 | 88.40 | 86.28 | 87.45 | 86.21 | 88.09 | 88.51 | 85.44 | 86.85 | 86.34 | 86.84 | 87.05 |
| 269 | 372 | 104 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 84.80 | 86.85 | 85.94 | 85.93 | 87.31 | 88.61 | 87.38 | 87.30 | 87.49 | 87.26 | 88.36 | 88.02 | 88.96 | 84.90 | 85.74 | 88.37 | 87.84 | 87.61 | 86.43 | 88.37 | 87.93 | 86.65 | 86.24 | 85.93 | 87.25 | 86.49 |
| 270 | 372 | 104 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 88.08 | 86.71 | 87.21 | 87.81 | 86.71 | 89.15 | 88.48 | 87.87 | 85.54 | 86.30 | 87.46 | 87.64 | 88.76 | 86.61 | 86.20 | 88.27 | 86.91 | 88.11 | 88.94 | 88.28 | 87.21 | 85.40 | 88.71 | 84.50 | 85.88 | 86.70 |
| 271 | 372 | 104 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 87.76 | 86.90 | 88.00 | 87.30 | 85.83 | 87.03 | 87.97 | 87.69 | 87.27 | 87.62 | 88.22 | 88.05 | 88.69 | 88.94 | 88.07 | 90.56 | 88.75 | 87.37 | 87.29 | 87.90 | 87.72 | 86.40 | 88.71 | 87.30 | 86.13 | 87.14 |
| 276 | 372 | 104 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 85.89 | 87.39 | 86.85 | 86.57 | 89.36 | 85.61 | 87.42 | 86.60 | 87.13 | 88.70 | 87.14 | 88.72 | 86.93 | 87.71 | 86.83 | 87.94 | 86.42 | 87.75 | 87.78 | 87.45 | 87.00 | 85.84 | 87.90 | 85.98 | 87.28 | 87.71 |
| 277 | 372 | 104 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 86.65 | 87.03 | 87.58 | 87.47 | 86.36 | 88.08 | 86.98 | 86.62 | 88.40 | 86.66 | 88.22 | 88.56 | 88.70 | 87.85 | 86.69 | 87.95 | 87.97 | 87.99 | 87.76 | 88.84 | 84.70 | 86.64 | 88.50 | 85.42 | 87.03 | 85.12 |
| 278 | 372 | 104 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.45 | 86.30 | 86.35 | 86.49 | 87.43 | 87.73 | 88.29 | 87.57 | 86.67 | 86.88 | 88.24 | 87.97 | 88.45 | 87.51 | 86.91 | 89.32 | 86.97 | 87.19 | 87.47 | 87.28 | 85.99 | 87.29 | 86.48 | 85.08 | 87.43 | 86.16 |
| 279 | 372 | 104 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 87.17 | 87.13 | 85.43 | 86.17 | 86.96 | 87.77 | 88.04 | 87.23 | 86.65 | 88.92 | 87.96 | 88.01 | 87.92 | 88.50 | 86.78 | 88.61 | 88.04 | 88.62 | 88.20 | 87.43 | 87.19 | 87.43 | 86.73 | 85.14 | 87.03 | 87.36 |
| 284 | 372 | 104 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.78 | 87.80 | 86.65 | 88.59 | 89.36 | 86.08 | 87.27 | 87.73 | 88.13 | 87.79 | 86.72 | 86.91 | 87.91 | 87.44 | 88.76 | 87.36 | 87.78 | 87.59 | 88.25 | 88.87 | 85.77 | 83.74 | 85.90 | 87.54 | 86.80 | 84.76 |
| 285 | 372 | 104 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.41 | 87.49 | 87.26 | 86.88 | 87.31 | 86.56 | 89.47 | 87.24 | 88.40 | 87.37 | 86.92 | 85.83 | 88.33 | 88.81 | 86.99 | 86.05 | 85.55 | 88.77 | 87.95 | 88.18 | 85.49 | 85.82 | 87.51 | 85.04 | 85.80 | 86.96 |
| 286 | 372 | 104 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.25 | 86.13 | 87.18 | 88.86 | 87.19 | 88.85 | 86.99 | 88.17 | 86.73 | 87.73 | 88.56 | 89.10 | 89.12 | 88.60 | 86.79 | 88.07 | 87.23 | 87.69 | 88.75 | 86.91 | 87.37 | 88.14 | 85.32 | 88.18 | 85.41 | 87.41 |
| 287 | 372 | 104 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 85.69 | 86.54 | 86.61 | 87.48 | 87.18 | 87.59 | 87.46 | 86.30 | 87.91 | 87.71 | 87.02 | 87.00 | 86.12 | 86.91 | 87.81 | 87.31 | 88.45 | 88.20 | 88.02 | 86.92 | 85.72 | 85.81 | 87.36 | 86.11 | 84.28 | 86.81 |
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 372 | 104 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.19 | 86.07 | 87.93 | 88.77 | 85.46 | 84.17 | 85.76 | 88.69 | 88.20 | 86.80 | 87.98 | 87.65 | 88.14 | 85.98 | 87.67 | 88.16 | 86.35 | 84.27 | 87.69 | 88.59 | 85.65 | 87.68 | 86.70 | 87.18 | 85.20 | 87.28 |
| 5 | 372 | 104 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.86 | 84.41 | 88.49 | 86.99 | 88.17 | 87.47 | 87.66 | 86.87 | 87.21 | 86.98 | 89.65 | 89.19 | 89.21 | 87.88 | 89.93 | 89.09 | 89.16 | 87.91 | 90.10 | 89.54 | 86.15 | 88.91 | 87.21 | 86.92 | 89.73 | 88.33 |
| 6 | 372 | 104 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.70 | 86.69 | 89.06 | 87.78 | 87.90 | 87.42 | 90.79 | 87.20 | 87.83 | 89.33 | 90.93 | 88.04 | 89.85 | 88.64 | 90.25 | 87.85 | 88.21 | 89.11 | 89.82 | 85.75 | 85.88 | 87.34 | 86.22 | 86.43 | 84.49 | 84.93 |
| 7 | 372 | 104 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.56 | 84.98 | 88.03 | 89.15 | 88.33 | 87.87 | 88.88 | 88.08 | 86.60 | 84.74 | 90.39 | 87.82 | 86.90 | 89.23 | 89.15 | 89.56 | 90.68 | 86.86 | 86.72 | 86.97 | 87.04 | 86.73 | 90.16 | 86.08 | 87.18 | 89.35 |
| 12 | 372 | 104 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.28 | 87.50 | 86.26 | 86.65 | 87.51 | 87.25 | 89.45 | 87.70 | 89.84 | 84.91 | 89.48 | 87.85 | 88.28 | 88.78 | 86.79 | 90.79 | 88.42 | 87.37 | 89.10 | 87.31 | 88.03 | 87.38 | 86.64 | 87.09 | 84.28 | 86.73 |
| 13 | 372 | 104 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.19 | 87.06 | 90.68 | 89.96 | 88.22 | 86.08 | 87.45 | 88.86 | 89.17 | 90.84 | 87.15 | 87.83 | 87.81 | 88.69 | 86.71 | 88.97 | 89.60 | 89.04 | 87.51 | 87.73 | 88.57 | 86.45 | 90.05 | 87.27 | 86.74 | 86.13 |
| 14 | 372 | 104 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.28 | 87.16 | 90.07 | 89.30 | 85.50 | 85.54 | 86.76 | 90.06 | 88.34 | 87.28 | 85.95 | 84.65 | 88.88 | 88.64 | 87.14 | 88.40 | 90.14 | 88.05 | 89.56 | 85.55 | 84.61 | 86.75 | 88.04 | 87.83 | 87.41 | 89.15 |
| 15 | 372 | 104 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.99 | 87.99 | 89.01 | 88.24 | 89.64 | 89.04 | 88.89 | 89.25 | 88.35 | 88.42 | 89.88 | 88.35 | 90.18 | 88.71 | 88.84 | 89.27 | 91.30 | 87.96 | 90.64 | 90.13 | 86.77 | 86.75 | 87.11 | 87.77 | 87.79 | 88.00 |
| 20 | 372 | 104 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.52 | 85.90 | 88.32 | 87.72 | 88.31 | 87.10 | 88.75 | 87.11 | 86.98 | 87.28 | 88.30 | 86.47 | 87.68 | 90.73 | 88.76 | 90.69 | 89.01 | 86.28 | 90.63 | 87.62 | 89.30 | 85.82 | 88.37 | 87.81 | 87.95 | 86.32 |
| 21 | 372 | 104 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.70 | 86.75 | 89.33 | 86.14 | 88.71 | 88.98 | 89.75 | 87.86 | 89.48 | 90.82 | 89.48 | 88.32 | 88.80 | 85.19 | 88.59 | 88.79 | 86.72 | 88.12 | 88.17 | 90.81 | 89.15 | 87.78 | 87.84 | 85.10 | 86.84 | 85.07 |
| 22 | 372 | 104 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.29 | 86.12 | 88.51 | 86.82 | 88.63 | 88.54 | 88.70 | 90.16 | 88.97 | 88.07 | 87.88 | 88.21 | 90.14 | 90.11 | 87.60 | 86.89 | 85.80 | 87.19 | 89.83 | 88.57 | 85.80 | 88.03 | 86.76 | 88.74 | 88.85 | 86.91 |
| 23 | 372 | 104 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.07 | 88.95 | 90.11 | 87.67 | 90.38 | 87.54 | 89.41 | 89.30 | 87.79 | 90.02 | 86.81 | 91.09 | 90.81 | 88.93 | 89.08 | 88.65 | 90.88 | 89.60 | 91.72 | 88.76 | 87.45 | 89.47 | 88.93 | 88.76 | 85.21 | 86.20 |
| 28 | 372 | 104 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 89.49 | 87.91 | 88.45 | 90.81 | 88.56 | 87.69 | 87.09 | 90.10 | 88.96 | 87.99 | 86.99 | 88.87 | 89.80 | 87.18 | 84.79 | 88.75 | 90.15 | 88.35 | 89.45 | 88.42 | 86.71 | 88.62 | 88.68 | 87.93 | 88.11 | 86.49 |
| 29 | 372 | 104 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.56 | 88.03 | 90.05 | 87.46 | 87.35 | 89.06 | 87.75 | 88.68 | 88.28 | 86.73 | 90.10 | 88.55 | 88.16 | 91.50 | 88.12 | 91.53 | 88.05 | 89.12 | 89.23 | 89.86 | 87.21 | 88.74 | 90.86 | 89.30 | 87.02 | 88.25 |
| 30 | 372 | 104 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.76 | 87.91 | 86.58 | 83.73 | 86.93 | 85.57 | 87.19 | 86.12 | 87.25 | 86.30 | 86.94 | 89.30 | 85.18 | 86.33 | 84.56 | 86.06 | 87.20 | 83.72 | 88.45 | 88.15 | 83.83 | 82.52 | 88.74 | 85.96 | 83.92 | 85.63 |
| 31 | 372 | 104 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.37 | 87.68 | 87.37 | 87.69 | 86.62 | 90.54 | 86.16 | 86.98 | 86.02 | 87.24 | 90.34 | 86.82 | 90.25 | 89.10 | 87.14 | 90.64 | 88.26 | 89.29 | 89.77 | 88.14 | 86.95 | 88.21 | 90.52 | 90.23 | 88.33 | 87.24 |
| 36 | 372 | 104 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.19 | 88.44 | 87.59 | 88.12 | 88.41 | 87.35 | 89.48 | 92.10 | 88.81 | 89.91 | 89.17 | 88.39 | 88.64 | 89.11 | 86.30 | 90.41 | 89.92 | 87.35 | 86.53 | 87.47 | 87.93 | 87.35 | 86.60 | 86.50 | 89.02 | 87.74 |
| 37 | 372 | 104 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 91.45 | 87.62 | 88.02 | 88.47 | 90.70 | 85.39 | 88.83 | 89.25 | 89.67 | 90.81 | 90.70 | 87.94 | 89.41 | 90.38 | 89.53 | 88.91 | 89.59 | 90.02 | 89.22 | 87.97 | 90.14 | 90.83 | 89.67 | 88.29 | 88.93 | 89.55 |
| 38 | 372 | 104 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.66 | 88.50 | 88.64 | 86.58 | 90.46 | 89.83 | 90.66 | 88.63 | 89.73 | 88.85 | 89.43 | 88.53 | 91.97 | 89.33 | 89.24 | 88.71 | 90.61 | 89.54 | 90.05 | 88.37 | 88.16 | 89.72 | 88.96 | 89.16 | 88.15 | 88.22 |
| 39 | 372 | 104 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.43 | 87.82 | 89.07 | 87.54 | 87.97 | 86.75 | 89.91 | 86.97 | 90.85 | 89.05 | 90.92 | 89.52 | 91.10 | 90.26 | 87.65 | 87.71 | 90.04 | 88.28 | 89.54 | 89.02 | 90.95 | 88.36 | 87.60 | 90.38 | 89.42 | 87.89 |
| 44 | 372 | 104 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.52 | 88.48 | 87.12 | 87.79 | 89.45 | 87.94 | 89.77 | 89.23 | 89.58 | 88.14 | 86.95 | 88.44 | 88.30 | 87.38 | 88.63 | 88.11 | 89.53 | 90.50 | 90.86 | 87.28 | 87.28 | 86.59 | 89.13 | 89.66 | 89.24 | 85.51 |
| 45 | 372 | 104 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 90.63 | 87.43 | 91.26 | 89.44 | 89.11 | 88.14 | 89.96 | 87.01 | 88.75 | 87.71 | 89.69 | 88.35 | 90.75 | 87.52 | 88.51 | 88.88 | 89.95 | 90.87 | 89.74 | 88.67 | 89.37 | 89.86 | 87.51 | 88.52 | 87.53 | 89.37 |
| 46 | 372 | 104 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 90.29 | 88.63 | 89.21 | 88.23 | 90.00 | 87.76 | 89.16 | 89.51 | 88.04 | 88.76 | 90.68 | 87.80 | 90.11 | 91.54 | 89.75 | 90.53 | 91.38 | 88.73 | 89.23 | 89.53 | 90.98 | 88.37 | 89.91 | 88.37 | 89.59 | 85.61 |
| 47 | 372 | 104 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.55 | 87.73 | 89.93 | 88.80 | 89.78 | 87.25 | 90.63 | 89.72 | 88.22 | 90.18 | 88.56 | 90.13 | 88.67 | 90.70 | 88.63 | 89.69 | 90.88 | 88.97 | 90.34 | 88.98 | 88.89 | 90.86 | 89.67 | 85.83 | 89.20 | 90.54 |
| 52 | 372 | 104 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 87.53 | 88.76 | 87.53 | 84.12 | 86.74 | 86.26 | 85.60 | 85.64 | 87.87 | 89.18 | 88.84 | 85.39 | 88.97 | 87.72 | 86.46 | 87.99 | 87.97 | 87.27 | 87.73 | 88.52 | 89.38 | 89.04 | 89.58 | 86.73 | 89.08 | 87.09 |
| 53 | 372 | 104 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 84.41 | 85.79 | 90.19 | 89.84 | 86.75 | 87.46 | 86.92 | 89.32 | 88.32 | 88.35 | 90.87 | 87.75 | 88.58 | 87.61 | 88.89 | 90.63 | 85.11 | 90.27 | 87.78 | 89.27 | 85.67 | 88.91 | 87.53 | 88.23 | 86.66 | 88.04 |
| 54 | 372 | 104 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 90.44 | 88.48 | 89.12 | 88.80 | 89.46 | 87.79 | 87.80 | 88.52 | 88.19 | 90.12 | 90.00 | 88.71 | 88.46 | 89.82 | 87.89 | 89.53 | 86.72 | 90.64 | 90.38 | 90.33 | 89.47 | 86.71 | 90.60 | 87.83 | 88.51 | 85.99 |
| 55 | 372 | 104 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.13 | 88.50 | 90.50 | 87.99 | 89.13 | 87.94 | 87.98 | 87.57 | 89.66 | 85.98 | 89.56 | 87.65 | 89.33 | 87.83 | 89.21 | 89.08 | 89.07 | 87.45 | 90.41 | 89.83 | 88.85 | 87.50 | 85.98 | 88.32 | 86.72 | 87.80 |
| 60 | 372 | 104 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 87.71 | 88.10 | 88.69 | 89.40 | 86.39 | 87.72 | 86.82 | 89.72 | 87.60 | 90.23 | 88.41 | 87.54 | 88.41 | 90.45 | 88.58 | 89.92 | 89.18 | 89.06 | 89.90 | 89.25 | 89.15 | 88.77 | 87.40 | 88.56 | 88.07 | 87.19 |
| 61 | 372 | 104 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.82 | 87.36 | 90.70 | 90.07 | 91.18 | 88.64 | 88.35 | 89.25 | 92.22 | 89.72 | 88.29 | 89.21 | 89.57 | 89.53 | 87.98 | 92.19 | 91.95 | 90.23 | 89.43 | 88.94 | 90.14 | 89.63 | 90.82 | 90.26 | 88.67 | 88.95 |
| 62 | 372 | 104 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.01 | 90.41 | 89.00 | 88.02 | 90.37 | 86.72 | 89.43 | 88.86 | 89.31 | 88.46 | 88.80 | 87.59 | 89.24 | 90.02 | 88.42 | 88.99 | 88.76 | 90.31 | 89.31 | 88.63 | 87.62 | 88.34 | 91.30 | 88.54 | 88.45 | 87.59 |
| 63 | 372 | 104 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.79 | 86.05 | 91.07 | 90.25 | 89.68 | 90.08 | 89.57 | 90.02 | 90.86 | 90.50 | 91.07 | 90.40 | 90.92 | 89.88 | 88.42 | 90.81 | 92.21 | 91.48 | 89.16 | 88.10 | 89.76 | 87.74 | 90.53 | 88.11 | 90.46 | 88.46 |
| 68 | 372 | 104 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 87.71 | 87.28 | 86.79 | 89.04 | 88.54 | 87.64 | 88.87 | 90.80 | 88.67 | 89.17 | 89.46 | 88.69 | 88.57 | 87.32 | 88.39 | 88.09 | 87.81 | 87.38 | 90.32 | 88.05 | 89.27 | 88.35 | 90.45 | 87.46 | 85.64 | 87.81 |
| 69 | 372 | 104 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 86.02 | 88.85 | 91.00 | 88.18 | 89.15 | 88.28 | 89.23 | 91.15 | 88.50 | 87.09 | 89.95 | 90.49 | 90.74 | 89.60 | 89.06 | 87.78 | 89.04 | 89.17 | 88.68 | 89.92 | 87.73 | 87.26 | 89.07 | 87.90 | 88.61 | 88.72 |
| 70 | 372 | 104 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 90.93 | 88.61 | 87.84 | 89.14 | 88.48 | 87.18 | 89.01 | 91.29 | 89.60 | 86.60 | 88.61 | 86.91 | 89.28 | 89.27 | 89.32 | 91.56 | 89.48 | 90.98 | 90.31 | 91.62 | 90.44 | 87.29 | 92.01 | 88.63 | 89.66 | 88.75 |
| 71 | 372 | 104 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.28 | 88.47 | 90.94 | 87.28 | 88.95 | 89.68 | 88.79 | 90.40 | 91.25 | 89.48 | 91.00 | 88.15 | 89.56 | 89.77 | 88.18 | 90.19 | 88.66 | 90.85 | 89.84 | 90.19 | 90.46 | 87.42 | 89.65 | 87.83 | 89.54 | 88.77 |
| 76 | 372 | 104 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.05 | 86.71 | 86.00 | 86.17 | 87.52 | 88.04 | 87.73 | 87.45 | 88.09 | 89.54 | 87.72 | 89.28 | 89.31 | 88.81 | 87.94 | 88.80 | 89.22 | 87.74 | 87.02 | 87.48 | 87.37 | 85.44 | 87.70 | 87.33 | 86.06 | 87.91 |
| 77 | 372 | 104 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.67 | 88.66 | 87.78 | 88.22 | 85.61 | 87.09 | 87.34 | 88.98 | 88.81 | 88.32 | 86.69 | 86.08 | 90.79 | 89.29 | 86.23 | 91.18 | 89.00 | 86.63 | 86.67 | 88.73 | 89.25 | 87.95 | 89.31 | 86.50 | 88.25 | 85.58 |
| 78 | 372 | 104 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.15 | 88.70 | 87.72 | 87.22 | 87.23 | 88.39 | 90.19 | 85.11 | 90.42 | 86.21 | 88.49 | 87.26 | 87.40 | 89.63 | 84.49 | 90.40 | 87.52 | 91.27 | 89.20 | 87.33 | 85.88 | 86.22 | 88.81 | 85.83 | 88.08 | 86.65 |
| 79 | 372 | 104 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.76 | 88.76 | 88.76 | 87.77 | 86.90 | 87.40 | 86.39 | 86.57 | 90.76 | 89.54 | 88.71 | 88.83 | 88.89 | 89.21 | 88.80 | 89.47 | 89.13 | 88.46 | 90.17 | 89.96 | 86.25 | 86.65 | 87.49 | 84.64 | 87.08 | 88.36 |
| 84 | 372 | 104 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.07 | 86.32 | 89.10 | 88.20 | 87.83 | 87.65 | 88.26 | 90.04 | 89.20 | 89.75 | 87.27 | 88.30 | 91.05 | 89.11 | 86.59 | 86.87 | 89.47 | 88.39 | 87.98 | 87.69 | 87.95 | 86.24 | 89.50 | 88.60 | 87.15 | 87.07 |
| 85 | 372 | 104 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.46 | 88.12 | 89.84 | 86.04 | 86.96 | 87.15 | 90.46 | 90.26 | 89.04 | 89.83 | 88.13 | 88.65 | 86.37 | 91.04 | 87.23 | 87.99 | 88.49 | 88.67 | 90.90 | 89.30 | 88.04 | 87.02 | 90.43 | 87.03 | 87.72 | 89.45 |
| 86 | 372 | 104 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.83 | 88.71 | 87.57 | 89.26 | 89.50 | 89.57 | 89.18 | 89.10 | 90.95 | 89.16 | 89.08 | 89.86 | 89.54 | 90.84 | 88.47 | 91.93 | 90.89 | 89.30 | 89.91 | 88.90 | 88.86 | 87.99 | 87.73 | 88.72 | 87.50 | 85.56 |
| 87 | 372 | 104 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.61 | 87.86 | 90.58 | 87.51 | 87.94 | 87.47 | 89.18 | 89.99 | 89.36 | 89.99 | 89.51 | 89.15 | 90.02 | 88.06 | 89.25 | 91.35 | 90.78 | 90.52 | 89.34 | 88.00 | 87.87 | 88.11 | 89.19 | 86.37 | 88.87 | 88.40 |
| 92 | 372 | 104 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.40 | 88.17 | 89.27 | 86.40 | 87.52 | 88.08 | 86.99 | 87.63 | 90.90 | 90.26 | 88.21 | 86.59 | 88.87 | 89.43 | 87.88 | 88.90 | 88.28 | 88.04 | 87.05 | 87.71 | 83.49 | 88.59 | 87.76 | 86.83 | 87.36 | 87.22 |
| 93 | 372 | 104 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 85.25 | 89.28 | 91.48 | 88.91 | 88.66 | 87.47 | 89.80 | 90.87 | 88.70 | 85.31 | 89.54 | 87.59 | 86.17 | 90.02 | 87.58 | 89.32 | 88.53 | 87.43 | 89.61 | 87.11 | 90.62 | 88.61 | 87.30 | 87.53 | 89.34 | 86.33 |
| 94 | 372 | 104 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.25 | 90.37 | 90.64 | 89.52 | 85.30 | 88.36 | 87.24 | 87.65 | 87.11 | 90.43 | 89.81 | 88.12 | 88.63 | 88.10 | 89.22 | 88.92 | 89.18 | 89.49 | 89.47 | 88.37 | 87.57 | 87.85 | 87.57 | 85.93 | 89.12 | 84.96 |
| 95 | 372 | 104 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.95 | 89.75 | 88.54 | 91.87 | 88.74 | 88.14 | 88.01 | 88.17 | 89.52 | 90.35 | 89.45 | 89.19 | 88.71 | 87.96 | 88.04 | 90.94 | 88.18 | 91.24 | 90.26 | 90.67 | 89.30 | 90.81 | 89.26 | 89.93 | 90.00 | 87.73 |
| 100 | 372 | 104 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.67 | 89.00 | 87.38 | 89.86 | 87.06 | 86.75 | 88.40 | 88.82 | 89.65 | 89.28 | 89.29 | 87.66 | 88.84 | 90.91 | 86.99 | 89.62 | 88.29 | 86.49 | 88.98 | 90.39 | 87.37 | 87.57 | 86.54 | 87.50 | 86.63 | 87.45 |
| 101 | 372 | 104 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.94 | 88.00 | 88.75 | 89.71 | 86.63 | 88.95 | 87.23 | 88.55 | 86.87 | 85.78 | 89.63 | 89.03 | 89.96 | 88.28 | 87.04 | 89.03 | 89.72 | 87.04 | 89.94 | 91.29 | 85.20 | 88.53 | 90.10 | 85.84 | 85.53 | 86.15 |
| 102 | 372 | 104 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.87 | 84.27 | 88.08 | 89.27 | 87.77 | 85.97 | 86.87 | 86.02 | 87.35 | 87.71 | 87.35 | 90.09 | 86.51 | 88.25 | 89.60 | 88.08 | 88.95 | 85.46 | 88.87 | 90.23 | 87.02 | 88.62 | 87.39 | 84.53 | 86.43 | 86.77 |
| 103 | 372 | 104 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 85.66 | 88.28 | 89.88 | 88.12 | 87.51 | 85.98 | 88.94 | 88.17 | 86.04 | 89.00 | 87.80 | 85.57 | 89.53 | 89.20 | 88.29 | 90.39 | 87.41 | 87.59 | 88.49 | 88.83 | 87.54 | 89.97 | 89.31 | 88.61 | 86.01 | 84.86 |
| 108 | 372 | 104 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.43 | 86.38 | 89.89 | 86.54 | 88.11 | 87.53 | 89.94 | 87.96 | 90.99 | 87.80 | 89.09 | 87.04 | 90.37 | 89.03 | 19.58 | 88.14 | 87.54 | 89.37 | 89.61 | 87.66 | 86.62 | 85.91 | 87.36 | 89.05 | 88.43 | 88.70 |
| 109 | 372 | 104 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.98 | 87.75 | 88.84 | 89.22 | 88.56 | 89.92 | 90.55 | 91.55 | 90.17 | 88.12 | 90.46 | 90.13 | 88.29 | 90.55 | 89.21 | 90.53 | 89.81 | 87.41 | 90.44 | 89.75 | 88.95 | 89.12 | 89.67 | 89.39 | 88.79 | 87.28 |
| 110 | 372 | 104 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.82 | 88.59 | 91.82 | 87.48 | 87.47 | 89.02 | 90.95 | 89.33 | 90.72 | 87.79 | 89.19 | 87.96 | 92.10 | 87.41 | 87.50 | 91.35 | 89.84 | 89.68 | 91.11 | 88.29 | 87.74 | 88.87 | 90.21 | 89.50 | 88.75 | 89.44 |
| 111 | 372 | 104 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 90.39 | 87.91 | 87.36 | 87.68 | 87.69 | 89.66 | 89.48 | 91.54 | 88.11 | 88.93 | 90.18 | 88.81 | 89.59 | 89.37 | 88.57 | 88.27 | 88.32 | 89.40 | 90.51 | 89.72 | 87.39 | 87.69 | 88.00 | 89.11 | 86.86 | 86.71 |
| 116 | 372 | 104 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.73 | 87.12 | 88.04 | 87.51 | 86.44 | 87.35 | 88.04 | 88.70 | 88.08 | 89.97 | 88.13 | 84.81 | 90.63 | 88.43 | 88.15 | 90.50 | 88.04 | 89.66 | 86.29 | 88.23 | 87.67 | 87.51 | 89.24 | 85.81 | 88.73 | 85.82 |
| 117 | 372 | 104 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.50 | 88.01 | 90.61 | 89.02 | 91.64 | 87.48 | 89.42 | 89.44 | 90.31 | 88.05 | 90.01 | 89.43 | 89.50 | 89.98 | 89.46 | 91.64 | 89.11 | 89.36 | 88.93 | 89.54 | 88.13 | 90.17 | 90.32 | 87.58 | 88.79 | 89.61 |
| 118 | 372 | 104 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.74 | 91.92 | 91.56 | 87.39 | 89.29 | 89.37 | 88.68 | 88.40 | 89.93 | 87.91 | 91.23 | 90.00 | 91.37 | 87.79 | 88.37 | 89.67 | 90.95 | 92.06 | 90.63 | 89.59 | 89.32 | 90.97 | 91.20 | 88.87 | 88.04 | 90.46 |
| 119 | 372 | 104 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 90.48 | 87.14 | 89.82 | 88.56 | 91.31 | 86.72 | 89.61 | 90.72 | 91.20 | 88.43 | 88.38 | 87.33 | 90.49 | 90.69 | 89.97 | 89.29 | 90.83 | 90.98 | 90.34 | 88.30 | 91.65 | 88.00 | 92.51 | 89.18 | 90.64 | 90.24 |
| 124 | 372 | 104 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 88.63 | 88.91 | 90.02 | 88.55 | 85.97 | 88.11 | 89.01 | 89.22 | 90.55 | 88.82 | 88.88 | 89.00 | 88.86 | 87.39 | 86.95 | 88.90 | 91.39 | 89.42 | 89.62 | 88.68 | 89.31 | 87.17 | 89.08 | 88.90 | 89.96 | 87.05 |
| 125 | 372 | 104 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.95 | 88.43 | 89.93 | 88.20 | 89.54 | 88.77 | 91.64 | 88.87 | 88.30 | 88.07 | 89.65 | 89.22 | 89.09 | 90.66 | 88.87 | 87.26 | 88.25 | 89.72 | 92.14 | 89.86 | 90.09 | 89.00 | 91.86 | 89.52 | 89.32 | 89.81 |
| 126 | 372 | 104 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.40 | 89.56 | 89.49 | 89.27 | 88.61 | 86.04 | 86.91 | 83.90 | 87.02 | 86.90 | 89.40 | 88.02 | 88.37 | 87.81 | 89.03 | 89.60 | 86.67 | 87.63 | 88.94 | 87.02 | 87.97 | 87.44 | 88.89 | 88.14 | 86.75 | 87.32 |
| 127 | 372 | 104 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 89.01 | 89.96 | 90.33 | 89.60 | 90.62 | 88.54 | 90.76 | 89.10 | 89.52 | 88.73 | 88.52 | 90.22 | 90.36 | 88.64 | 88.81 | 88.51 | 89.09 | 88.42 | 86.99 | 89.00 | 93.03 | 87.79 | 90.98 | 88.45 | 89.60 | 87.04 |
| 132 | 372 | 104 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.76 | 87.70 | 89.25 | 85.37 | 86.06 | 87.23 | 86.70 | 87.01 | 88.85 | 89.53 | 88.48 | 89.00 | 86.29 | 88.90 | 86.40 | 92.05 | 89.27 | 90.67 | 89.94 | 88.73 | 90.54 | 86.86 | 89.92 | 89.42 | 89.23 | 86.70 |
| 133 | 372 | 104 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.06 | 89.71 | 90.18 | 88.22 | 89.09 | 87.44 | 91.29 | 89.66 | 87.74 | 88.04 | 90.41 | 87.82 | 87.65 | 89.16 | 85.33 | 90.58 | 88.72 | 88.90 | 89.16 | 89.93 | 89.43 | 89.59 | 92.31 | 87.42 | 89.90 | 88.28 |
| 134 | 372 | 104 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.62 | 88.98 | 90.08 | 88.45 | 90.57 | 88.99 | 90.44 | 88.44 | 88.52 | 89.20 | 91.16 | 90.53 | 89.05 | 88.63 | 89.00 | 89.46 | 89.38 | 91.25 | 90.41 | 87.61 | 90.42 | 88.38 | 89.86 | 87.95 | 90.04 | 89.44 |
| 135 | 372 | 104 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 90.34 | 88.60 | 89.91 | 89.43 | 86.55 | 88.41 | 87.30 | 87.14 | 91.08 | 86.98 | 89.14 | 87.45 | 90.99 | 89.05 | 89.51 | 92.57 | 88.17 | 89.76 | 89.37 | 91.96 | 90.80 | 88.81 | 88.56 | 88.59 | 89.49 | 87.02 |
| 140 | 372 | 104 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 86.95 | 88.87 | 89.85 | 87.61 | 87.24 | 87.19 | 86.89 | 88.12 | 89.83 | 88.44 | 88.73 | 88.62 | 88.24 | 87.94 | 88.99 | 89.61 | 90.45 | 90.58 | 90.37 | 89.81 | 90.51 | 86.98 | 89.37 | 88.48 | 88.51 | 88.65 |
| 141 | 372 | 104 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 91.71 | 88.34 | 90.10 | 89.99 | 90.02 | 88.87 | 90.33 | 90.22 | 90.55 | 91.29 | 88.76 | 88.53 | 91.58 | 88.56 | 87.77 | 90.80 | 91.60 | 89.96 | 89.93 | 90.10 | 90.05 | 88.11 | 91.27 | 87.91 | 88.89 | 87.30 |
| 142 | 372 | 104 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 90.89 | 90.22 | 87.58 | 89.12 | 89.95 | 87.24 | 89.57 | 89.43 | 89.84 | 89.40 | 89.92 | 88.06 | 89.75 | 89.50 | 90.39 | 89.07 | 91.50 | 87.50 | 91.07 | 90.04 | 88.59 | 86.70 | 89.60 | 88.76 | 88.10 | 89.52 |
| 143 | 372 | 104 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 90.20 | 89.68 | 91.92 | 89.33 | 91.17 | 90.94 | 90.69 | 89.28 | 91.38 | 90.16 | 90.78 | 89.68 | 90.75 | 90.09 | 91.16 | 90.37 | 88.10 | 92.14 | 91.11 | 89.58 | 91.42 | 87.19 | 89.87 | 87.22 | 90.06 | 86.58 |
| 148 | 372 | 104 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.69 | 87.31 | 88.10 | 87.31 | 88.59 | 89.67 | 88.20 | 88.98 | 89.11 | 88.72 | 86.40 | 87.41 | 87.55 | 88.30 | 87.91 | 88.77 | 88.59 | 86.81 | 88.16 | 87.85 | 90.00 | 87.96 | 88.25 | 88.27 | 88.66 | 86.61 |
| 149 | 372 | 104 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.53 | 87.82 | 89.23 | 87.15 | 87.51 | 87.58 | 89.85 | 87.75 | 87.98 | 88.67 | 90.84 | 88.23 | 90.64 | 87.15 | 87.74 | 89.08 | 88.34 | 91.05 | 89.93 | 87.54 | 89.93 | 87.33 | 87.90 | 88.32 | 86.65 | 88.47 |
| 150 | 372 | 104 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.54 | 87.06 | 89.63 | 88.35 | 89.11 | 86.15 | 86.84 | 89.65 | 88.46 | 88.20 | 86.86 | 86.31 | 88.31 | 89.13 | 87.75 | 89.31 | 88.85 | 87.71 | 89.87 | 89.49 | 87.82 | 89.18 | 89.73 | 86.35 | 88.45 | 86.54 |
| 151 | 372 | 104 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.47 | 87.10 | 88.47 | 87.15 | 88.33 | 89.69 | 89.40 | 90.06 | 88.97 | 88.50 | 88.33 | 89.50 | 88.03 | 89.57 | 88.42 | 87.54 | 88.86 | 89.41 | 89.74 | 87.70 | 88.04 | 89.22 | 90.03 | 89.34 | 88.11 | 86.95 |
| 156 | 372 | 104 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.13 | 89.32 | 90.60 | 87.32 | 89.63 | 88.83 | 90.27 | 88.55 | 89.55 | 92.00 | 89.43 | 89.18 | 88.45 | 91.18 | 90.26 | 90.76 | 88.71 | 90.00 | 88.41 | 89.65 | 90.00 | 88.02 | 90.80 | 88.93 | 89.73 | 89.46 |
| 157 | 372 | 104 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.64 | 89.48 | 90.33 | 88.19 | 90.47 | 87.03 | 89.52 | 88.07 | 89.87 | 89.43 | 90.33 | 88.77 | 90.29 | 91.22 | 87.91 | 90.60 | 91.70 | 90.00 | 89.09 | 88.26 | 89.68 | 89.53 | 88.82 | 88.32 | 89.73 | 89.13 |
| 158 | 372 | 104 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.86 | 88.00 | 91.57 | 89.08 | 89.24 | 88.98 | 88.36 | 88.99 | 88.67 | 89.24 | 90.81 | 88.09 | 88.46 | 85.38 | 86.71 | 89.45 | 87.52 | 90.03 | 88.82 | 90.40 | 89.12 | 88.25 | 90.30 | 88.39 | 88.23 | 89.63 |
| 159 | 372 | 104 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.07 | 87.55 | 87.23 | 88.42 | 87.97 | 90.10 | 88.84 | 89.61 | 89.77 | 86.22 | 91.39 | 88.31 | 87.57 | 88.91 | 87.34 | 88.92 | 89.49 | 89.21 | 90.85 | 89.70 | 90.23 | 87.54 | 89.89 | 88.90 | 88.64 | 86.66 |
| 164 | 372 | 104 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.78 | 88.55 | 90.03 | 89.63 | 87.80 | 88.21 | 88.91 | 89.19 | 90.31 | 89.25 | 89.66 | 88.75 | 87.74 | 90.71 | 89.10 | 87.97 | 89.68 | 88.31 | 89.39 | 88.01 | 89.39 | 88.06 | 90.42 | 88.28 | 87.64 | 89.29 |
| 165 | 372 | 104 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.83 | 88.51 | 90.33 | 91.03 | 89.25 | 89.34 | 90.05 | 91.12 | 87.86 | 89.23 | 89.08 | 89.81 | 89.25 | 89.67 | 88.35 | 89.39 | 89.43 | 90.54 | 90.26 | 89.18 | 89.92 | 88.96 | 90.62 | 88.71 | 90.25 | 90.18 |
| 166 | 372 | 104 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.45 | 88.14 | 89.58 | 88.25 | 89.82 | 88.85 | 89.74 | 89.82 | 89.66 | 89.82 | 89.53 | 86.79 | 88.53 | 88.71 | 87.18 | 88.44 | 89.01 | 89.43 | 88.32 | 89.27 | 90.08 | 88.04 | 90.68 | 88.06 | 86.87 | 88.13 |
| 167 | 372 | 104 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.14 | 89.30 | 89.30 | 88.32 | 90.66 | 88.25 | 89.62 | 89.73 | 90.52 | 88.91 | 89.94 | 86.98 | 90.08 | 90.76 | 89.09 | 90.53 | 89.36 | 90.20 | 90.03 | 89.53 | 90.45 | 88.20 | 88.95 | 88.27 | 88.85 | 88.76 |
| 172 | 372 | 104 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.40 | 87.55 | 89.97 | 86.71 | 88.38 | 87.02 | 90.82 | 86.18 | 89.08 | 90.00 | 85.72 | 87.65 | 87.73 | 88.82 | 90.22 | 88.77 | 90.00 | 89.47 | 88.82 | 88.12 | 88.33 | 88.64 | 87.95 | 86.56 | 89.97 | 87.44 |
| 173 | 372 | 104 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 85.31 | 88.79 | 89.44 | 88.28 | 89.31 | 89.28 | 91.16 | 87.19 | 89.26 | 90.89 | 89.35 | 88.49 | 88.78 | 90.20 | 89.05 | 91.28 | 89.58 | 90.49 | 90.31 | 87.61 | 90.50 | 90.62 | 89.75 | 88.80 | 88.85 | 87.48 |
| 174 | 372 | 104 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 85.29 | 87.98 | 87.80 | 87.36 | 89.16 | 88.98 | 87.00 | 88.87 | 89.86 | 87.87 | 87.95 | 87.77 | 88.21 | 90.85 | 88.84 | 90.11 | 89.65 | 88.77 | 89.32 | 89.48 | 89.25 | 86.38 | 90.80 | 88.58 | 88.10 | 88.30 |
| 175 | 372 | 104 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.12 | 87.23 | 88.71 | 87.15 | 88.33 | 87.05 | 89.17 | 87.15 | 87.87 | 85.65 | 86.23 | 90.26 | 88.31 | 90.50 | 86.78 | 89.12 | 89.72 | 88.78 | 88.96 | 87.12 | 88.17 | 88.65 | 85.76 | 88.84 | 89.26 | 86.22 |
| 180 | 372 | 104 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.14 | 89.38 | 90.25 | 87.61 | 88.11 | 89.18 | 88.87 | 89.63 | 87.91 | 89.97 | 88.42 | 87.12 | 89.90 | 89.15 | 89.18 | 90.51 | 91.16 | 89.31 | 88.69 | 88.98 | 89.80 | 87.99 | 89.39 | 88.83 | 88.83 | 89.48 |
| 181 | 372 | 104 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 90.05 | 88.97 | 89.09 | 89.06 | 89.94 | 89.72 | 88.83 | 88.41 | 89.59 | 89.54 | 89.56 | 87.26 | 89.43 | 89.29 | 89.50 | 90.07 | 90.04 | 89.80 | 88.97 | 88.12 | 89.20 | 87.85 | 90.72 | 89.30 | 90.58 | 89.80 |
| 182 | 372 | 104 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.05 | 89.39 | 88.47 | 88.53 | 87.63 | 87.44 | 88.43 | 88.91 | 88.75 | 87.70 | 88.52 | 87.75 | 90.16 | 89.36 | 87.91 | 88.77 | 88.86 | 87.83 | 89.99 | 90.74 | 88.93 | 88.46 | 90.39 | 88.57 | 90.45 | 87.28 |
| 183 | 372 | 104 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.11 | 87.25 | 90.11 | 87.32 | 89.17 | 88.52 | 90.10 | 88.32 | 90.41 | 88.69 | 90.28 | 88.52 | 87.65 | 89.80 | 87.40 | 90.35 | 91.10 | 89.36 | 88.52 | 89.60 | 87.81 | 86.73 | 90.11 | 88.88 | 91.22 | 87.15 |
| 188 | 372 | 104 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.05 | 89.28 | 90.60 | 88.49 | 89.45 | 88.31 | 87.78 | 89.58 | 89.23 | 90.40 | 88.70 | 88.39 | 88.61 | 90.92 | 87.96 | 89.43 | 89.98 | 89.28 | 91.66 | 89.73 | 87.67 | 89.50 | 90.64 | 88.92 | 90.19 | 89.03 |
| 189 | 372 | 104 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.64 | 87.77 | 90.21 | 89.63 | 89.25 | 89.45 | 90.28 | 89.78 | 89.04 | 91.21 | 90.37 | 89.49 | 89.16 | 91.21 | 89.39 | 91.16 | 89.77 | 90.53 | 89.86 | 89.03 | 89.44 | 88.69 | 90.37 | 89.51 | 89.25 | 87.72 |
| 190 | 372 | 104 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.36 | 89.22 | 91.09 | 87.78 | 87.76 | 86.48 | 89.86 | 89.54 | 90.66 | 90.85 | 90.03 | 87.05 | 87.58 | 90.80 | 88.79 | 91.61 | 88.70 | 89.44 | 89.66 | 89.78 | 88.71 | 88.80 | 91.01 | 89.01 | 90.02 | 90.41 |
| 191 | 372 | 104 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.02 | 89.24 | 90.42 | 87.80 | 89.30 | 89.52 | 88.71 | 86.65 | 88.01 | 89.82 | 89.41 | 88.85 | 89.80 | 90.45 | 91.26 | 89.89 | 88.00 | 90.47 | 90.53 | 88.47 | 88.60 | 88.17 | 90.01 | 89.59 | 90.37 | 89.07 |
| 196 | 372 | 104 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 86.83 | 87.26 | 89.33 | 87.27 | 87.41 | 87.88 | 88.76 | 89.12 | 89.74 | 88.31 | 89.98 | 86.87 | 88.96 | 87.67 | 87.87 | 89.03 | 90.46 | 88.76 | 88.95 | 89.12 | 89.42 | 88.74 | 89.74 | 88.68 | 87.06 | 88.50 |
| 197 | 372 | 104 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 87.91 | 89.79 | 89.20 | 88.32 | 88.39 | 89.52 | 89.61 | 89.63 | 88.48 | 88.94 | 87.58 | 89.33 | 89.83 | 89.47 | 88.66 | 89.28 | 88.87 | 88.84 | 88.95 | 91.26 | 89.76 | 89.04 | 89.76 | 89.57 | 88.88 | 89.97 |
| 198 | 372 | 104 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.12 | 89.07 | 90.71 | 87.68 | 86.45 | 87.83 | 88.23 | 88.27 | 89.57 | 90.56 | 87.93 | 86.34 | 89.16 | 88.43 | 89.11 | 88.86 | 88.74 | 89.90 | 90.84 | 89.17 | 87.17 | 88.89 | 89.71 | 87.68 | 88.95 | 88.08 |
| 199 | 372 | 104 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.55 | 88.29 | 89.16 | 87.16 | 89.16 | 89.93 | 89.20 | 89.46 | 87.59 | 88.67 | 90.70 | 83.56 | 89.27 | 90.85 | 88.80 | 88.40 | 88.40 | 88.45 | 88.80 | 88.85 | 88.33 | 86.70 | 90.84 | 87.05 | 87.86 | 88.18 |
| 204 | 372 | 104 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.60 | 89.18 | 88.00 | 89.71 | 88.70 | 88.07 | 88.97 | 86.62 | 89.52 | 90.92 | 87.65 | 87.25 | 89.16 | 89.32 | 89.21 | 89.74 | 89.84 | 90.26 | 89.68 | 89.09 | 88.85 | 87.99 | 88.16 | 88.77 | 89.41 | 87.33 |
| 205 | 372 | 104 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.77 | 88.92 | 90.01 | 88.06 | 88.30 | 90.03 | 88.96 | 88.64 | 88.85 | 90.26 | 91.21 | 86.90 | 89.15 | 90.87 | 90.64 | 89.38 | 89.32 | 90.20 | 89.35 | 90.85 | 90.77 | 87.78 | 92.09 | 89.15 | 89.57 | 88.15 |
| 206 | 372 | 104 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.58 | 88.61 | 88.66 | 89.40 | 88.11 | 86.97 | 88.90 | 89.86 | 88.70 | 88.56 | 90.85 | 89.72 | 88.56 | 90.07 | 88.27 | 89.06 | 89.42 | 89.35 | 89.93 | 89.34 | 88.43 | 89.09 | 89.39 | 87.06 | 89.73 | 87.77 |
| 207 | 372 | 104 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.86 | 91.27 | 88.55 | 88.48 | 87.36 | 86.58 | 88.80 | 88.86 | 88.70 | 90.97 | 85.83 | 88.57 | 87.25 | 90.46 | 88.03 | 89.68 | 90.07 | 90.83 | 90.19 | 88.30 | 89.99 | 88.23 | 91.76 | 88.26 | 89.70 | 88.99 |
| 212 | 372 | 104 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 91.06 | 89.98 | 89.74 | 89.51 | 89.34 | 89.05 | 91.28 | 87.30 | 89.34 | 89.07 | 89.06 | 88.24 | 88.70 | 90.61 | 89.11 | 89.10 | 90.70 | 90.29 | 89.04 | 90.51 | 90.28 | 88.07 | 89.80 | 88.95 | 88.02 | 88.22 |
| 213 | 372 | 104 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.84 | 87.83 | 89.78 | 89.20 | 89.65 | 88.02 | 89.67 | 87.67 | 89.34 | 89.19 | 88.82 | 88.72 | 89.17 | 89.00 | 89.39 | 89.52 | 90.37 | 89.86 | 90.81 | 90.59 | 90.72 | 87.21 | 89.82 | 89.15 | 89.11 | 86.66 |
| 214 | 372 | 104 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.11 | 88.26 | 88.64 | 86.19 | 88.79 | 87.39 | 89.19 | 90.24 | 90.83 | 89.82 | 90.53 | 88.31 | 88.69 | 90.55 | 89.21 | 90.11 | 89.44 | 89.89 | 88.70 | 89.57 | 87.82 | 89.30 | 90.40 | 88.15 | 89.03 | 88.77 |
| 215 | 372 | 104 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.72 | 89.97 | 90.24 | 88.12 | 89.31 | 89.62 | 89.42 | 88.98 | 89.71 | 91.82 | 90.58 | 89.15 | 88.98 | 89.61 | 89.35 | 89.75 | 88.85 | 90.10 | 90.60 | 89.40 | 89.59 | 88.85 | 90.02 | 88.25 | 89.93 | 87.09 |
| 220 | 372 | 104 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 86.23 | 87.32 | 87.89 | 88.59 | 87.05 | 86.73 | 88.54 | 88.53 | 89.06 | 86.29 | 89.05 | 87.54 | 87.62 | 89.14 | 87.14 | 87.26 | 85.67 | 89.58 | 90.77 | 89.25 | 89.89 | 87.18 | 88.16 | 87.99 | 87.59 | 88.04 |
| 221 | 372 | 104 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.18 | 87.90 | 87.77 | 86.95 | 88.53 | 87.98 | 87.56 | 88.58 | 89.59 | 87.25 | 88.68 | 88.90 | 87.27 | 90.12 | 86.33 | 88.46 | 88.52 | 88.22 | 89.75 | 87.68 | 88.98 | 87.54 | 89.35 | 88.74 | 87.37 | 87.96 |
| 222 | 372 | 104 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.34 | 88.86 | 89.14 | 87.43 | 89.24 | 88.70 | 89.21 | 89.96 | 89.61 | 90.18 | 89.28 | 87.17 | 88.44 | 90.42 | 86.94 | 89.57 | 89.09 | 89.12 | 91.79 | 89.64 | 90.35 | 88.60 | 89.69 | 89.07 | 86.86 | 88.75 |
| 223 | 372 | 104 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.23 | 89.87 | 89.65 | 86.83 | 88.96 | 89.48 | 88.68 | 88.46 | 90.03 | 89.00 | 90.77 | 88.09 | 89.54 | 88.36 | 87.45 | 89.93 | 90.62 | 89.14 | 89.32 | 91.00 | 89.30 | 88.14 | 90.98 | 86.55 | 88.70 | 87.86 |
| 228 | 372 | 104 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.98 | 88.99 | 91.19 | 88.52 | 87.29 | 87.93 | 88.22 | 88.32 | 89.90 | 88.90 | 88.77 | 88.15 | 88.90 | 91.57 | 90.01 | 89.27 | 88.45 | 89.99 | 90.08 | 89.54 | 89.70 | 87.64 | 89.93 | 88.38 | 88.94 | 86.88 |
| 229 | 372 | 104 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.20 | 89.51 | 88.65 | 88.05 | 89.09 | 89.38 | 90.80 | 90.13 | 89.78 | 85.94 | 90.50 | 87.92 | 87.05 | 89.37 | 89.25 | 90.63 | 89.77 | 90.30 | 89.74 | 90.38 | 90.42 | 87.54 | 91.18 | 90.17 | 89.72 | 88.19 |
| 230 | 372 | 104 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.41 | 89.72 | 89.44 | 88.92 | 91.31 | 88.47 | 88.16 | 89.71 | 88.26 | 89.17 | 91.40 | 86.14 | 89.11 | 88.95 | 88.95 | 90.61 | 89.92 | 90.99 | 90.34 | 89.44 | 89.62 | 89.39 | 91.30 | 89.55 | 89.81 | 89.30 |
| 231 | 372 | 104 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 85.41 | 89.57 | 88.08 | 86.80 | 89.65 | 90.72 | 89.02 | 91.10 | 90.43 | 91.08 | 89.19 | 89.03 | 89.44 | 90.17 | 89.63 | 88.96 | 91.09 | 91.71 | 89.69 | 88.73 | 89.42 | 88.69 | 91.26 | 89.18 | 89.82 | 89.88 |
| 236 | 372 | 104 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.36 | 89.27 | 86.24 | 88.01 | 88.76 | 89.76 | 90.94 | 89.40 | 89.32 | 89.30 | 88.61 | 88.49 | 88.46 | 89.34 | 89.66 | 91.34 | 89.18 | 88.30 | 90.52 | 89.79 | 88.84 | 88.97 | 89.13 | 90.17 | 88.40 | 89.27 |
| 237 | 372 | 104 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.74 | 90.28 | 91.83 | 89.41 | 90.44 | 89.28 | 89.55 | 88.97 | 91.62 | 88.79 | 92.20 | 88.28 | 88.42 | 89.72 | 87.32 | 88.31 | 90.45 | 90.37 | 90.33 | 89.42 | 87.31 | 89.76 | 93.47 | 84.99 | 90.06 | 87.76 |
| 238 | 372 | 104 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.97 | 87.29 | 89.17 | 87.27 | 89.38 | 89.53 | 89.78 | 88.11 | 89.69 | 88.47 | 90.73 | 88.44 | 89.45 | 88.91 | 88.29 | 89.42 | 89.81 | 89.34 | 89.79 | 88.45 | 89.23 | 87.50 | 89.91 | 88.65 | 90.60 | 90.02 |
| 239 | 372 | 104 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.51 | 88.54 | 89.88 | 89.12 | 89.60 | 89.07 | 91.43 | 89.45 | 88.77 | 90.51 | 88.89 | 87.56 | 89.47 | 91.85 | 89.56 | 90.12 | 89.81 | 89.94 | 91.29 | 89.19 | 88.64 | 88.93 | 90.06 | 89.33 | 89.10 | 89.41 |
| 244 | 372 | 104 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.82 | 89.43 | 88.37 | 88.05 | 86.97 | 86.09 | 87.52 | 88.61 | 86.73 | 88.77 | 87.02 | 88.14 | 87.95 | 89.43 | 88.11 | 88.89 | 90.02 | 89.85 | 88.63 | 87.28 | 87.71 | 88.45 | 92.35 | 88.75 | 87.35 | 88.29 |
| 245 | 372 | 104 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.99 | 88.88 | 87.93 | 88.97 | 89.54 | 88.77 | 87.46 | 86.85 | 90.56 | 88.88 | 88.99 | 86.54 | 88.03 | 88.17 | 86.89 | 88.85 | 90.69 | 90.00 | 90.27 | 87.92 | 89.93 | 88.58 | 89.78 | 86.45 | 89.81 | 88.16 |
| 246 | 372 | 104 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.94 | 89.30 | 90.01 | 88.05 | 88.95 | 90.52 | 89.77 | 89.30 | 88.98 | 88.94 | 90.32 | 87.60 | 88.43 | 89.72 | 87.94 | 89.94 | 89.24 | 90.14 | 89.71 | 87.90 | 89.10 | 89.18 | 90.67 | 89.60 | 89.85 | 90.34 |
| 247 | 372 | 104 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 90.25 | 89.27 | 89.67 | 88.85 | 89.45 | 87.17 | 88.07 | 89.70 | 89.88 | 85.09 | 88.76 | 87.26 | 88.60 | 90.12 | 88.17 | 90.69 | 89.52 | 89.05 | 91.04 | 89.33 | 90.60 | 88.36 | 88.64 | 88.41 | 87.35 | 88.42 |
| 252 | 372 | 104 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.42 | 87.60 | 89.16 | 87.46 | 88.81 | 88.02 | 88.36 | 88.60 | 89.94 | 89.82 | 89.46 | 89.18 | 88.71 | 91.05 | 89.38 | 89.20 | 88.84 | 89.51 | 90.04 | 88.81 | 90.04 | 88.33 | 91.99 | 89.21 | 90.41 | 89.11 |
| 253 | 372 | 104 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.73 | 89.93 | 90.15 | 88.16 | 90.41 | 88.39 | 89.39 | 87.83 | 89.54 | 89.36 | 92.05 | 84.51 | 88.60 | 89.63 | 90.16 | 89.67 | 88.88 | 90.25 | 90.27 | 87.40 | 90.67 | 87.66 | 88.51 | 89.10 | 91.13 | 89.19 |
| 254 | 372 | 104 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.05 | 89.36 | 89.43 | 89.99 | 89.12 | 86.72 | 89.02 | 89.51 | 87.36 | 88.59 | 89.20 | 87.74 | 87.21 | 89.44 | 87.72 | 91.05 | 90.25 | 89.85 | 90.55 | 89.35 | 90.14 | 87.36 | 92.44 | 88.20 | 89.73 | 87.87 |
| 255 | 372 | 104 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.70 | 87.93 | 88.89 | 88.32 | 88.97 | 88.76 | 89.89 | 89.76 | 89.41 | 89.52 | 87.65 | 87.41 | 86.49 | 89.25 | 86.08 | 90.08 | 89.77 | 88.83 | 90.11 | 88.13 | 88.78 | 88.46 | 90.52 | 87.64 | 90.33 | 89.62 |
| 260 | 372 | 104 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.45 | 88.51 | 88.59 | 88.57 | 90.74 | 87.05 | 89.14 | 88.62 | 88.57 | 89.60 | 89.37 | 89.10 | 88.89 | 89.76 | 90.20 | 92.97 | 88.92 | 88.40 | 89.72 | 90.46 | 89.32 | 89.40 | 91.57 | 89.69 | 88.96 | 89.26 |
| 261 | 372 | 104 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.04 | 91.30 | 88.74 | 89.72 | 88.70 | 89.92 | 91.43 | 88.15 | 89.66 | 90.11 | 90.22 | 89.39 | 90.81 | 89.81 | 88.73 | 90.89 | 90.97 | 90.19 | 91.16 | 90.62 | 89.55 | 87.94 | 90.16 | 88.27 | 91.03 | 89.77 |
| 262 | 372 | 104 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.16 | 90.23 | 90.45 | 88.37 | 90.40 | 88.96 | 89.80 | 89.73 | 89.96 | 90.07 | 89.82 | 88.90 | 88.65 | 89.26 | 90.41 | 90.39 | 89.26 | 89.70 | 91.46 | 90.35 | 88.80 | 85.34 | 90.33 | 88.77 | 88.77 | 88.59 |
| 263 | 372 | 104 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.24 | 91.56 | 90.14 | 89.49 | 89.77 | 89.66 | 89.30 | 90.12 | 90.00 | 88.37 | 90.60 | 87.12 | 88.79 | 88.45 | 89.67 | 90.33 | 89.53 | 89.24 | 89.49 | 89.86 | 90.24 | 88.87 | 91.88 | 88.58 | 89.08 | 87.75 |
| 268 | 372 | 104 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.59 | 89.56 | 85.36 | 86.35 | 88.02 | 88.91 | 89.52 | 86.28 | 88.19 | 89.82 | 89.15 | 88.47 | 88.18 | 87.64 | 87.36 | 87.41 | 86.08 | 86.86 | 87.84 | 90.29 | 89.55 | 86.01 | 87.68 | 88.64 | 86.20 | 86.10 |
| 269 | 372 | 104 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 86.78 | 86.46 | 88.75 | 86.25 | 87.89 | 87.78 | 88.73 | 86.46 | 88.20 | 86.85 | 87.99 | 86.18 | 87.81 | 87.35 | 87.34 | 89.57 | 89.01 | 86.24 | 88.52 | 88.20 | 88.55 | 89.16 | 89.01 | 89.17 | 87.53 | 87.69 |
| 270 | 372 | 104 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.38 | 88.83 | 89.43 | 89.85 | 89.14 | 89.55 | 89.24 | 89.52 | 85.19 | 88.47 | 88.89 | 87.62 | 90.00 | 89.30 | 86.55 | 90.28 | 88.82 | 89.96 | 90.48 | 88.44 | 90.13 | 87.15 | 91.60 | 87.14 | 87.03 | 89.18 |
| 271 | 372 | 104 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 89.68 | 88.81 | 89.82 | 87.61 | 87.11 | 89.20 | 89.65 | 89.13 | 89.17 | 87.31 | 85.40 | 90.15 | 87.84 | 89.81 | 88.10 | 90.51 | 88.46 | 89.14 | 90.46 | 88.61 | 88.64 | 88.45 | 90.41 | 88.44 | 89.03 | 88.95 |
| 276 | 372 | 104 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 88.03 | 88.80 | 89.25 | 89.41 | 90.58 | 86.91 | 91.98 | 88.18 | 89.86 | 89.02 | 89.18 | 87.63 | 87.71 | 90.01 | 88.19 | 90.60 | 88.63 | 88.92 | 89.82 | 89.71 | 90.23 | 88.15 | 92.03 | 91.70 | 88.87 | 89.42 |
| 277 | 372 | 104 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.11 | 88.34 | 88.76 | 89.04 | 89.56 | 88.25 | 90.32 | 87.60 | 90.89 | 90.12 | 88.59 | 87.90 | 88.93 | 91.26 | 86.79 | 89.09 | 90.11 | 89.87 | 88.67 | 90.92 | 88.19 | 88.66 | 89.86 | 88.86 | 89.42 | 88.69 |
| 278 | 372 | 104 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.32 | 88.35 | 90.50 | 88.55 | 89.72 | 88.64 | 87.89 | 88.93 | 90.07 | 87.73 | 90.34 | 88.14 | 89.90 | 90.12 | 88.10 | 89.44 | 89.80 | 89.58 | 90.12 | 90.42 | 89.01 | 88.62 | 89.87 | 88.57 | 88.85 | 88.26 |
| 279 | 372 | 104 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 89.21 | 89.22 | 88.63 | 86.25 | 87.46 | 90.53 | 90.62 | 88.63 | 90.26 | 89.34 | 87.76 | 90.34 | 88.42 | 91.02 | 89.03 | 89.38 | 88.86 | 91.03 | 89.60 | 89.69 | 89.31 | 87.99 | 90.28 | 87.96 | 90.24 | 88.55 |
| 284 | 372 | 104 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 88.81 | 89.04 | 88.53 | 89.49 | 89.60 | 88.68 | 89.38 | 89.68 | 89.30 | 88.82 | 87.98 | 86.73 | 92.06 | 91.14 | 88.36 | 90.17 | 89.75 | 89.46 | 89.73 | 90.26 | 88.80 | 87.62 | 89.33 | 90.77 | 90.81 | 87.83 |
| 285 | 372 | 104 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.77 | 90.08 | 89.71 | 87.19 | 90.02 | 88.61 | 90.09 | 89.37 | 89.70 | 88.49 | 88.40 | 87.84 | 89.53 | 91.49 | 88.02 | 88.17 | 89.04 | 88.77 | 89.80 | 88.66 | 90.12 | 89.21 | 90.25 | 88.28 | 88.96 | 89.64 |
| 286 | 372 | 104 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 87.59 | 88.21 | 89.76 | 89.85 | 89.67 | 89.05 | 89.59 | 88.84 | 89.18 | 90.16 | 90.62 | 88.28 | 90.03 | 89.15 | 88.91 | 89.71 | 88.94 | 90.16 | 90.72 | 84.95 | 89.49 | 89.49 | 90.26 | 89.87 | 88.21 | 88.98 |
| 287 | 372 | 104 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.22 | 86.76 | 88.91 | 88.31 | 89.71 | 89.36 | 89.98 | 89.56 | 90.03 | 88.90 | 88.11 | 87.48 | 89.11 | 90.80 | 86.17 | 90.40 | 89.91 | 89.51 | 89.74 | 87.86 | 88.74 | 88.89 | 91.78 | 90.27 | 89.73 | 90.07 |
The global mean maximum row:
| mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | average_map | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 223 | 86.62 | 88.24 | 87.18 | 86.46 | 87.81 | 87.77 | 88.35 | 87.98 | 87.89 | 87.14 | 88.77 | 89.61 | 88.99 | 88.32 | 87.68 | 88.61 | 90.98 | 89.95 | 89.00 | 88.19 | 87.18 | 86.55 | 90.02 | 86.42 | 87.68 | 85.74 | 88.043462 |
| 246 | 86.27 | 88.91 | 87.14 | 86.31 | 88.81 | 89.24 | 87.72 | 88.21 | 88.58 | 88.48 | 88.47 | 88.71 | 88.87 | 88.33 | 87.10 | 89.48 | 86.49 | 89.45 | 88.71 | 89.19 | 88.13 | 86.04 | 88.57 | 86.53 | 87.50 | 87.19 | 88.016538 |
| 245 | 86.26 | 87.49 | 87.01 | 88.00 | 88.49 | 89.49 | 85.64 | 88.78 | 86.98 | 88.23 | 88.73 | 88.89 | 87.62 | 88.50 | 88.25 | 88.10 | 89.27 | 88.40 | 88.51 | 88.67 | 86.94 | 86.44 | 88.22 | 84.92 | 88.64 | 87.54 | 87.846538 |
| 231 | 86.41 | 87.68 | 86.43 | 85.63 | 87.35 | 87.72 | 88.62 | 89.04 | 88.76 | 87.34 | 88.38 | 88.42 | 87.75 | 89.02 | 88.77 | 87.51 | 88.50 | 88.51 | 87.92 | 88.43 | 87.32 | 86.85 | 88.42 | 86.48 | 87.87 | 88.13 | 87.817692 |
| 221 | 88.37 | 88.66 | 88.22 | 86.57 | 88.28 | 88.43 | 86.24 | 88.07 | 88.24 | 86.84 | 88.38 | 88.37 | 88.83 | 87.78 | 86.38 | 88.35 | 86.85 | 88.75 | 88.73 | 87.93 | 88.88 | 85.30 | 88.94 | 86.83 | 87.05 | 87.20 | 87.787308 |
| 271 | 87.76 | 86.90 | 88.00 | 87.30 | 85.83 | 87.03 | 87.97 | 87.69 | 87.27 | 87.62 | 88.22 | 88.05 | 88.69 | 88.94 | 88.07 | 90.56 | 88.75 | 87.37 | 87.29 | 87.90 | 87.72 | 86.40 | 88.71 | 87.30 | 86.13 | 87.14 | 87.715769 |
| 151 | 86.74 | 87.04 | 86.43 | 85.73 | 86.72 | 89.11 | 88.60 | 88.30 | 87.60 | 89.85 | 88.44 | 87.76 | 87.94 | 88.20 | 86.42 | 87.55 | 89.23 | 89.59 | 88.37 | 88.63 | 86.61 | 85.40 | 89.01 | 84.87 | 87.92 | 86.93 | 87.653462 |
| 247 | 88.43 | 87.69 | 87.81 | 88.19 | 87.01 | 88.63 | 87.42 | 88.63 | 86.76 | 86.38 | 88.25 | 89.10 | 88.47 | 86.89 | 87.59 | 87.82 | 87.86 | 88.09 | 87.91 | 87.90 | 86.31 | 86.82 | 87.10 | 87.60 | 85.68 | 87.19 | 87.597308 |
| 181 | 87.37 | 87.20 | 86.45 | 87.40 | 86.65 | 89.07 | 86.36 | 87.13 | 88.49 | 88.10 | 88.25 | 88.36 | 88.77 | 87.08 | 88.28 | 87.73 | 87.21 | 85.74 | 88.13 | 88.87 | 87.68 | 86.48 | 89.97 | 85.04 | 88.39 | 86.81 | 87.577308 |
| 286 | 86.25 | 86.13 | 87.18 | 88.86 | 87.19 | 88.85 | 86.99 | 88.17 | 86.73 | 87.73 | 88.56 | 89.10 | 89.12 | 88.60 | 86.79 | 88.07 | 87.23 | 87.69 | 88.75 | 86.91 | 87.37 | 88.14 | 85.32 | 88.18 | 85.41 | 87.41 | 87.566538 |
Model performance on validation data (Mann-Whitney U Test)
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues_mw = []
pvalues_real_mw = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
pvalues_real_mw.append(p_value_mw)
pvalues_mw.append((p_value_mw >= 0.05)*1)
dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw
dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')
max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 221 | 372 | 104 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.37 | 88.66 | 88.22 | 86.57 | 88.28 | 88.43 | 86.24 | 88.07 | 88.24 | 86.84 | 88.38 | 88.37 | 88.83 | 87.78 | 86.38 | 88.35 | 86.85 | 88.75 | 88.73 | 87.93 | 88.88 | 85.30 | 88.94 | 86.83 | 87.05 | 87.20 |
| 223 | 372 | 104 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.62 | 88.24 | 87.18 | 86.46 | 87.81 | 87.77 | 88.35 | 87.98 | 87.89 | 87.14 | 88.77 | 89.61 | 88.99 | 88.32 | 87.68 | 88.61 | 90.98 | 89.95 | 89.00 | 88.19 | 87.18 | 86.55 | 90.02 | 86.42 | 87.68 | 85.74 |
| 244 | 372 | 104 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.26 | 86.27 | 86.06 | 87.71 | 86.45 | 87.70 | 87.96 | 87.77 | 88.59 | 86.85 | 87.51 | 87.90 | 88.48 | 86.99 | 86.28 | 89.58 | 88.19 | 88.13 | 88.39 | 88.08 | 88.46 | 87.81 | 88.36 | 85.10 | 87.36 | 87.12 |
| 245 | 372 | 104 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.26 | 87.49 | 87.01 | 88.00 | 88.49 | 89.49 | 85.64 | 88.78 | 86.98 | 88.23 | 88.73 | 88.89 | 87.62 | 88.50 | 88.25 | 88.10 | 89.27 | 88.40 | 88.51 | 88.67 | 86.94 | 86.44 | 88.22 | 84.92 | 88.64 | 87.54 |
| 246 | 372 | 104 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.27 | 88.91 | 87.14 | 86.31 | 88.81 | 89.24 | 87.72 | 88.21 | 88.58 | 88.48 | 88.47 | 88.71 | 88.87 | 88.33 | 87.10 | 89.48 | 86.49 | 89.45 | 88.71 | 89.19 | 88.13 | 86.04 | 88.57 | 86.53 | 87.50 | 87.19 |
| 247 | 372 | 104 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.43 | 87.69 | 87.81 | 88.19 | 87.01 | 88.63 | 87.42 | 88.63 | 86.76 | 86.38 | 88.25 | 89.10 | 88.47 | 86.89 | 87.59 | 87.82 | 87.86 | 88.09 | 87.91 | 87.90 | 86.31 | 86.82 | 87.10 | 87.60 | 85.68 | 87.19 |
| 271 | 372 | 104 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 87.76 | 86.90 | 88.00 | 87.30 | 85.83 | 87.03 | 87.97 | 87.69 | 87.27 | 87.62 | 88.22 | 88.05 | 88.69 | 88.94 | 88.07 | 90.56 | 88.75 | 87.37 | 87.29 | 87.90 | 87.72 | 86.40 | 88.71 | 87.30 | 86.13 | 87.14 |
| 151 | 372 | 104 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.74 | 87.04 | 86.43 | 85.73 | 86.72 | 89.11 | 88.60 | 88.30 | 87.60 | 89.85 | 88.44 | 87.76 | 87.94 | 88.20 | 86.42 | 87.55 | 89.23 | 89.59 | 88.37 | 88.63 | 86.61 | 85.40 | 89.01 | 84.87 | 87.92 | 86.93 |
| 196 | 372 | 104 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 86.65 | 86.19 | 87.42 | 86.59 | 87.10 | 87.61 | 88.53 | 87.16 | 89.40 | 86.21 | 88.72 | 87.53 | 87.26 | 87.05 | 87.83 | 88.10 | 88.86 | 88.72 | 88.18 | 88.59 | 88.25 | 84.59 | 88.78 | 85.99 | 87.38 | 85.47 |
| 197 | 372 | 104 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 84.72 | 88.04 | 86.32 | 87.27 | 85.23 | 89.57 | 86.74 | 89.12 | 88.36 | 87.09 | 87.11 | 87.37 | 89.56 | 87.21 | 86.82 | 88.03 | 87.93 | 88.07 | 88.41 | 88.78 | 86.02 | 85.32 | 87.59 | 87.47 | 86.35 | 87.42 |
| 198 | 372 | 104 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 86.58 | 87.83 | 85.77 | 86.34 | 85.84 | 87.78 | 87.18 | 88.69 | 86.94 | 88.68 | 88.38 | 88.53 | 89.13 | 87.02 | 87.17 | 88.09 | 87.80 | 88.48 | 87.65 | 88.96 | 86.82 | 86.93 | 89.72 | 85.48 | 86.68 | 86.89 |
| 199 | 372 | 104 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.72 | 88.79 | 88.36 | 86.07 | 88.93 | 88.45 | 88.12 | 87.96 | 88.42 | 86.93 | 86.90 | 86.13 | 86.70 | 86.19 | 87.07 | 88.60 | 86.92 | 88.33 | 89.31 | 88.76 | 87.43 | 85.85 | 88.62 | 84.85 | 86.12 | 85.15 |
| 228 | 372 | 104 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.37 | 88.00 | 85.15 | 87.17 | 86.69 | 86.69 | 86.64 | 88.68 | 86.83 | 88.07 | 87.98 | 88.33 | 88.28 | 88.93 | 86.00 | 88.67 | 87.78 | 88.05 | 88.86 | 88.04 | 85.79 | 85.82 | 87.77 | 87.21 | 87.01 | 82.96 |
| 230 | 372 | 104 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.08 | 86.56 | 85.86 | 88.79 | 88.14 | 87.79 | 88.03 | 89.37 | 87.95 | 86.69 | 88.37 | 88.52 | 88.17 | 86.79 | 86.24 | 88.66 | 86.69 | 87.97 | 87.80 | 86.94 | 87.15 | 87.44 | 88.81 | 86.40 | 86.78 | 86.63 |
| 231 | 372 | 104 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.41 | 87.68 | 86.43 | 85.63 | 87.35 | 87.72 | 88.62 | 89.04 | 88.76 | 87.34 | 88.38 | 88.42 | 87.75 | 89.02 | 88.77 | 87.51 | 88.50 | 88.51 | 87.92 | 88.43 | 87.32 | 86.85 | 88.42 | 86.48 | 87.87 | 88.13 |
| 156 | 372 | 104 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.71 | 86.29 | 89.01 | 85.78 | 86.58 | 86.99 | 86.33 | 87.85 | 87.59 | 88.20 | 88.07 | 89.18 | 87.21 | 87.83 | 88.46 | 89.38 | 87.06 | 88.91 | 88.26 | 87.91 | 86.21 | 85.34 | 86.83 | 86.31 | 87.46 | 88.36 |
| 159 | 372 | 104 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.12 | 87.66 | 85.91 | 85.77 | 87.06 | 88.39 | 87.80 | 87.85 | 87.32 | 86.86 | 88.49 | 89.03 | 87.00 | 88.51 | 87.04 | 87.60 | 89.67 | 87.07 | 88.51 | 88.73 | 87.21 | 85.83 | 88.07 | 86.66 | 86.18 | 85.81 |
| 181 | 372 | 104 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.37 | 87.20 | 86.45 | 87.40 | 86.65 | 89.07 | 86.36 | 87.13 | 88.49 | 88.10 | 88.25 | 88.36 | 88.77 | 87.08 | 88.28 | 87.73 | 87.21 | 85.74 | 88.13 | 88.87 | 87.68 | 86.48 | 89.97 | 85.04 | 88.39 | 86.81 |
| 206 | 372 | 104 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 87.98 | 87.04 | 86.96 | 87.94 | 87.10 | 87.36 | 87.61 | 87.32 | 87.97 | 87.33 | 87.70 | 88.51 | 90.03 | 88.46 | 87.49 | 87.42 | 86.68 | 88.26 | 87.30 | 88.42 | 86.75 | 86.10 | 88.45 | 84.85 | 87.64 | 84.69 |
| 207 | 372 | 104 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.96 | 88.29 | 86.37 | 87.52 | 87.26 | 88.68 | 88.28 | 88.18 | 86.70 | 87.28 | 87.62 | 88.42 | 87.14 | 87.04 | 86.09 | 88.43 | 87.47 | 88.95 | 87.73 | 88.53 | 86.03 | 86.83 | 88.56 | 85.59 | 85.49 | 85.78 |
| 237 | 372 | 104 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 85.09 | 87.44 | 86.70 | 88.28 | 87.99 | 88.00 | 86.17 | 88.34 | 87.99 | 87.82 | 88.79 | 87.33 | 88.89 | 87.75 | 87.48 | 87.95 | 87.93 | 89.03 | 88.17 | 88.63 | 84.99 | 86.59 | 87.30 | 85.68 | 87.36 | 86.73 |
| 262 | 372 | 104 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.58 | 86.80 | 86.27 | 85.67 | 86.81 | 88.90 | 87.65 | 88.82 | 86.82 | 86.87 | 87.98 | 88.65 | 88.46 | 87.49 | 87.67 | 87.52 | 86.85 | 88.31 | 88.84 | 88.37 | 87.82 | 87.07 | 88.02 | 87.28 | 86.96 | 86.04 |
| 286 | 372 | 104 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.25 | 86.13 | 87.18 | 88.86 | 87.19 | 88.85 | 86.99 | 88.17 | 86.73 | 87.73 | 88.56 | 89.10 | 89.12 | 88.60 | 86.79 | 88.07 | 87.23 | 87.69 | 88.75 | 86.91 | 87.37 | 88.14 | 85.32 | 88.18 | 85.41 | 87.41 |
Size of the All data: (144, 29)
Size of the Sig data: (23, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 372 | 104 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.18 | 87.90 | 87.77 | 86.95 | 88.53 | 87.98 | 87.56 | 88.58 | 89.59 | 87.25 | 88.68 | 88.90 | 87.27 | 90.12 | 86.33 | 88.46 | 88.52 | 88.22 | 89.75 | 87.68 | 88.98 | 87.54 | 89.35 | 88.74 | 87.37 | 87.96 |
| 0 | 372 | 104 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.23 | 89.87 | 89.65 | 86.83 | 88.96 | 89.48 | 88.68 | 88.46 | 90.03 | 89.00 | 90.77 | 88.09 | 89.54 | 88.36 | 87.45 | 89.93 | 90.62 | 89.14 | 89.32 | 91.00 | 89.30 | 88.14 | 90.98 | 86.55 | 88.70 | 87.86 |
| 11 | 372 | 104 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.82 | 89.43 | 88.37 | 88.05 | 86.97 | 86.09 | 87.52 | 88.61 | 86.73 | 88.77 | 87.02 | 88.14 | 87.95 | 89.43 | 88.11 | 88.89 | 90.02 | 89.85 | 88.63 | 87.28 | 87.71 | 88.45 | 92.35 | 88.75 | 87.35 | 88.29 |
| 2 | 372 | 104 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.99 | 88.88 | 87.93 | 88.97 | 89.54 | 88.77 | 87.46 | 86.85 | 90.56 | 88.88 | 88.99 | 86.54 | 88.03 | 88.17 | 86.89 | 88.85 | 90.69 | 90.00 | 90.27 | 87.92 | 89.93 | 88.58 | 89.78 | 86.45 | 89.81 | 88.16 |
| 1 | 372 | 104 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.94 | 89.30 | 90.01 | 88.05 | 88.95 | 90.52 | 89.77 | 89.30 | 88.98 | 88.94 | 90.32 | 87.60 | 88.43 | 89.72 | 87.94 | 89.94 | 89.24 | 90.14 | 89.71 | 87.90 | 89.10 | 89.18 | 90.67 | 89.60 | 89.85 | 90.34 |
| 7 | 372 | 104 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 90.25 | 89.27 | 89.67 | 88.85 | 89.45 | 87.17 | 88.07 | 89.70 | 89.88 | 85.09 | 88.76 | 87.26 | 88.60 | 90.12 | 88.17 | 90.69 | 89.52 | 89.05 | 91.04 | 89.33 | 90.60 | 88.36 | 88.64 | 88.41 | 87.35 | 88.42 |
| 5 | 372 | 104 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 89.68 | 88.81 | 89.82 | 87.61 | 87.11 | 89.20 | 89.65 | 89.13 | 89.17 | 87.31 | 85.40 | 90.15 | 87.84 | 89.81 | 88.10 | 90.51 | 88.46 | 89.14 | 90.46 | 88.61 | 88.64 | 88.45 | 90.41 | 88.44 | 89.03 | 88.95 |
| 6 | 372 | 104 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.47 | 87.10 | 88.47 | 87.15 | 88.33 | 89.69 | 89.40 | 90.06 | 88.97 | 88.50 | 88.33 | 89.50 | 88.03 | 89.57 | 88.42 | 87.54 | 88.86 | 89.41 | 89.74 | 87.70 | 88.04 | 89.22 | 90.03 | 89.34 | 88.11 | 86.95 |
| 17 | 372 | 104 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 86.83 | 87.26 | 89.33 | 87.27 | 87.41 | 87.88 | 88.76 | 89.12 | 89.74 | 88.31 | 89.98 | 86.87 | 88.96 | 87.67 | 87.87 | 89.03 | 90.46 | 88.76 | 88.95 | 89.12 | 89.42 | 88.74 | 89.74 | 88.68 | 87.06 | 88.50 |
| 21 | 372 | 104 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 87.91 | 89.79 | 89.20 | 88.32 | 88.39 | 89.52 | 89.61 | 89.63 | 88.48 | 88.94 | 87.58 | 89.33 | 89.83 | 89.47 | 88.66 | 89.28 | 88.87 | 88.84 | 88.95 | 91.26 | 89.76 | 89.04 | 89.76 | 89.57 | 88.88 | 89.97 |
| 12 | 372 | 104 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.12 | 89.07 | 90.71 | 87.68 | 86.45 | 87.83 | 88.23 | 88.27 | 89.57 | 90.56 | 87.93 | 86.34 | 89.16 | 88.43 | 89.11 | 88.86 | 88.74 | 89.90 | 90.84 | 89.17 | 87.17 | 88.89 | 89.71 | 87.68 | 88.95 | 88.08 |
| 18 | 372 | 104 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.55 | 88.29 | 89.16 | 87.16 | 89.16 | 89.93 | 89.20 | 89.46 | 87.59 | 88.67 | 90.70 | 83.56 | 89.27 | 90.85 | 88.80 | 88.40 | 88.40 | 88.45 | 88.80 | 88.85 | 88.33 | 86.70 | 90.84 | 87.05 | 87.86 | 88.18 |
| 22 | 372 | 104 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.98 | 88.99 | 91.19 | 88.52 | 87.29 | 87.93 | 88.22 | 88.32 | 89.90 | 88.90 | 88.77 | 88.15 | 88.90 | 91.57 | 90.01 | 89.27 | 88.45 | 89.99 | 90.08 | 89.54 | 89.70 | 87.64 | 89.93 | 88.38 | 88.94 | 86.88 |
| 10 | 372 | 104 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.41 | 89.72 | 89.44 | 88.92 | 91.31 | 88.47 | 88.16 | 89.71 | 88.26 | 89.17 | 91.40 | 86.14 | 89.11 | 88.95 | 88.95 | 90.61 | 89.92 | 90.99 | 90.34 | 89.44 | 89.62 | 89.39 | 91.30 | 89.55 | 89.81 | 89.30 |
| 3 | 372 | 104 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 85.41 | 89.57 | 88.08 | 86.80 | 89.65 | 90.72 | 89.02 | 91.10 | 90.43 | 91.08 | 89.19 | 89.03 | 89.44 | 90.17 | 89.63 | 88.96 | 91.09 | 91.71 | 89.69 | 88.73 | 89.42 | 88.69 | 91.26 | 89.18 | 89.82 | 89.88 |
| 14 | 372 | 104 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.13 | 89.32 | 90.60 | 87.32 | 89.63 | 88.83 | 90.27 | 88.55 | 89.55 | 92.00 | 89.43 | 89.18 | 88.45 | 91.18 | 90.26 | 90.76 | 88.71 | 90.00 | 88.41 | 89.65 | 90.00 | 88.02 | 90.80 | 88.93 | 89.73 | 89.46 |
| 13 | 372 | 104 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.07 | 87.55 | 87.23 | 88.42 | 87.97 | 90.10 | 88.84 | 89.61 | 89.77 | 86.22 | 91.39 | 88.31 | 87.57 | 88.91 | 87.34 | 88.92 | 89.49 | 89.21 | 90.85 | 89.70 | 90.23 | 87.54 | 89.89 | 88.90 | 88.64 | 86.66 |
| 8 | 372 | 104 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 90.05 | 88.97 | 89.09 | 89.06 | 89.94 | 89.72 | 88.83 | 88.41 | 89.59 | 89.54 | 89.56 | 87.26 | 89.43 | 89.29 | 89.50 | 90.07 | 90.04 | 89.80 | 88.97 | 88.12 | 89.20 | 87.85 | 90.72 | 89.30 | 90.58 | 89.80 |
| 19 | 372 | 104 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.58 | 88.61 | 88.66 | 89.40 | 88.11 | 86.97 | 88.90 | 89.86 | 88.70 | 88.56 | 90.85 | 89.72 | 88.56 | 90.07 | 88.27 | 89.06 | 89.42 | 89.35 | 89.93 | 89.34 | 88.43 | 89.09 | 89.39 | 87.06 | 89.73 | 87.77 |
| 20 | 372 | 104 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.86 | 91.27 | 88.55 | 88.48 | 87.36 | 86.58 | 88.80 | 88.86 | 88.70 | 90.97 | 85.83 | 88.57 | 87.25 | 90.46 | 88.03 | 89.68 | 90.07 | 90.83 | 90.19 | 88.30 | 89.99 | 88.23 | 91.76 | 88.26 | 89.70 | 88.99 |
| 16 | 372 | 104 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.74 | 90.28 | 91.83 | 89.41 | 90.44 | 89.28 | 89.55 | 88.97 | 91.62 | 88.79 | 92.20 | 88.28 | 88.42 | 89.72 | 87.32 | 88.31 | 90.45 | 90.37 | 90.33 | 89.42 | 87.31 | 89.76 | 93.47 | 84.99 | 90.06 | 87.76 |
| 15 | 372 | 104 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.16 | 90.23 | 90.45 | 88.37 | 90.40 | 88.96 | 89.80 | 89.73 | 89.96 | 90.07 | 89.82 | 88.90 | 88.65 | 89.26 | 90.41 | 90.39 | 89.26 | 89.70 | 91.46 | 90.35 | 88.80 | 85.34 | 90.33 | 88.77 | 88.77 | 88.59 |
| 9 | 372 | 104 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 87.59 | 88.21 | 89.76 | 89.85 | 89.67 | 89.05 | 89.59 | 88.84 | 89.18 | 90.16 | 90.62 | 88.28 | 90.03 | 89.15 | 88.91 | 89.71 | 88.94 | 90.16 | 90.72 | 84.95 | 89.49 | 89.49 | 90.26 | 89.87 | 88.21 | 88.98 |
Size of the test data: (23, 34)
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_18 | 88.340000 | 0.880821 |
| mAP_valid_abs_values_16 | 88.339565 | 0.789934 |
| mAP_valid_abs_values_12 | 88.339130 | 0.760149 |
| mAP_valid_abs_values_13 | 88.320000 | 0.868635 |
| mAP_valid_abs_values_20 | 88.320000 | 0.572753 |
| mAP_valid_abs_values_23 | 88.311304 | 1.044911 |
| mAP_valid_abs_values_19 | 88.292609 | 0.529092 |
| mAP_valid_abs_values_6 | 88.228261 | 0.822555 |
| mAP_valid_abs_values_8 | 88.222174 | 0.607925 |
| mAP_valid_abs_values_11 | 88.176957 | 0.510885 |
| mAP_valid_abs_values_17 | 87.921739 | 1.134014 |
| mAP_valid_abs_values_14 | 87.779130 | 0.815954 |
| mAP_valid_abs_values_9 | 87.746957 | 0.782127 |
| mAP_valid_abs_values_10 | 87.503913 | 0.845231 |
| mAP_valid_abs_values_2 | 87.440870 | 0.843536 |
| mAP_valid_abs_values_7 | 87.432609 | 0.884031 |
| mAP_valid_abs_values_15 | 87.259565 | 0.804710 |
| mAP_valid_abs_values_5 | 87.187826 | 0.950913 |
| mAP_valid_abs_values | 87.186957 | 1.157723 |
| mAP_valid_abs_values_21 | 87.090000 | 0.935458 |
| mAP_valid_abs_values_4 | 87.015217 | 1.031415 |
| mAP_valid_abs_values_25 | 87.001739 | 0.886616 |
| mAP_valid_abs_values_3 | 86.870000 | 0.945064 |
| mAP_valid_abs_values_26 | 86.536087 | 1.207111 |
| mAP_valid_abs_values_22 | 86.345217 | 0.862027 |
| mAP_valid_abs_values_24 | 86.219130 | 1.013333 |
We then apply the hyperparameters to the test set and average the results.
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_23 | 90.494348 | 1.062920 |
| mAP_test_abs_values_19 | 89.888261 | 0.834281 |
| mAP_test_abs_values_18 | 89.696087 | 0.826932 |
| mAP_test_abs_values_14 | 89.584783 | 0.950344 |
| mAP_test_abs_values_17 | 89.488696 | 0.822730 |
| mAP_test_abs_values_16 | 89.396522 | 0.865472 |
| mAP_test_abs_values_3 | 89.346522 | 1.143768 |
| mAP_test_abs_values_9 | 89.345652 | 1.018635 |
| mAP_test_abs_values_11 | 89.283478 | 1.739853 |
| mAP_test_abs_values_21 | 89.094348 | 0.920291 |
| mAP_test_abs_values_8 | 89.092609 | 0.840439 |
| mAP_test_abs_values_2 | 89.030000 | 1.005548 |
| average_map | 88.988595 | 0.389954 |
| mAP_test_abs_values_10 | 88.942609 | 1.544322 |
| mAP_test_abs_values_25 | 88.883043 | 1.010029 |
| mAP_test_abs_values_7 | 88.864783 | 0.790362 |
| mAP_test_abs_values_20 | 88.841739 | 1.329346 |
| mAP_test_abs_values_5 | 88.740000 | 1.274270 |
| mAP_test_abs_values_6 | 88.724783 | 1.246540 |
| mAP_test_abs_values_13 | 88.640000 | 0.781357 |
| mAP_test_abs_values_26 | 88.510000 | 1.000464 |
| mAP_test_abs_values | 88.476087 | 1.285693 |
| mAP_test_abs_values_15 | 88.455652 | 1.058922 |
| mAP_test_abs_values_24 | 88.367391 | 1.216654 |
| mAP_test_abs_values_22 | 88.362174 | 0.988203 |
| mAP_test_abs_values_4 | 88.149565 | 0.904541 |
| mAP_test_abs_values_12 | 88.004348 | 1.459968 |
Code
def extract_number(text):
if isinstance(text, str):
matches = re.findall(r'\d+', text)
return int(matches[0]) if matches else 1
return 1
res_valid_mwu_104['id'] = res_valid_mwu_104.index.to_series().apply(extract_number)
res_test_mwu_104['id'] = res_test_mwu_104.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid_mwu_104,res_test_mwu_104])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test_mwu_104 = res_test_mwu_104.sort_values(by=['id']).reset_index().query("index !='average_map'")
res_valid_mwu_104 = res_valid_mwu_104.reset_index(drop=True)
res_valid_mwu_104.columns = ['valid_score', 'std', 'id']
res_valid_mwu_104 = res_valid_mwu_104[['valid_score', 'id']]
res_test_mwu_104.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_104 = res_test_mwu_104[['test_score', 'id']]
result_merged_mwu_104 = pd.merge(res_valid_mwu_104,res_test_mwu_104,on='id')
result_merged_mwu_104.sort_values(by=['valid_score'], ascending=False,inplace=True)
result_merged_mwu_104 = result_merged_mwu_104[['id','valid_score','test_score']]
html_table = result_merged_mwu_104.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))| id | valid_score | test_score | |
|---|---|---|---|
| 0 | 18 | 88.340000 | 89.696087 |
| 1 | 16 | 88.339565 | 89.396522 |
| 2 | 12 | 88.339130 | 88.004348 |
| 3 | 13 | 88.320000 | 88.640000 |
| 4 | 20 | 88.320000 | 88.841739 |
| 5 | 23 | 88.311304 | 90.494348 |
| 6 | 19 | 88.292609 | 89.888261 |
| 7 | 6 | 88.228261 | 88.724783 |
| 8 | 8 | 88.222174 | 89.092609 |
| 9 | 11 | 88.176957 | 89.283478 |
| 10 | 17 | 87.921739 | 89.488696 |
| 11 | 14 | 87.779130 | 89.584783 |
| 12 | 9 | 87.746957 | 89.345652 |
| 13 | 10 | 87.503913 | 88.942609 |
| 14 | 2 | 87.440870 | 89.030000 |
| 15 | 7 | 87.432609 | 88.864783 |
| 16 | 15 | 87.259565 | 88.455652 |
| 17 | 5 | 87.187826 | 88.740000 |
| 18 | 1 | 87.186957 | 88.476087 |
| 19 | 21 | 87.090000 | 89.094348 |
| 20 | 4 | 87.015217 | 88.149565 |
| 21 | 25 | 87.001739 | 88.883043 |
| 22 | 3 | 86.870000 | 89.346522 |
| 23 | 26 | 86.536087 | 88.510000 |
| 24 | 22 | 86.345217 | 88.362174 |
| 25 | 24 | 86.219130 | 88.367391 |
Code
#%%
dt_valid = pd.read_csv(f"final paper results/merged_validation_runs_wide_format_abs_17092024_top100_{layer_vsn}.csv")
dt_test = pd.read_csv(f"final paper results/merged_test_runs_wide_format_abs_17092024_top100_{layer_vsn}.csv")
# output_size = 128
# query = (
# "output_size == @output_size "
# )
# dt_valid = dt_valid.query(query)
# dt_test = dt_test.query(query)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 372 | 96 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 82.26 | 82.81 | 83.18 | 79.52 | 80.37 | 82.94 | 82.98 | 81.70 | 83.87 | 80.97 | 85.94 | 82.57 | 83.99 | 82.30 | 82.92 | 84.61 | 80.66 | 84.39 | 85.38 | 85.02 | 82.13 | 80.10 | 83.20 | 81.48 | 83.56 | 82.17 |
| 1 | 372 | 96 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 85.18 | 82.16 | 81.80 | 85.08 | 83.40 | 84.55 | 84.83 | 85.51 | 86.37 | 83.36 | 84.29 | 84.37 | 84.63 | 81.48 | 82.98 | 86.11 | 85.98 | 87.13 | 84.74 | 86.13 | 82.04 | 82.47 | 84.07 | 83.17 | 83.66 | 82.31 |
| 2 | 372 | 96 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 84.35 | 83.80 | 82.53 | 83.61 | 84.54 | 84.88 | 84.93 | 85.40 | 84.40 | 85.87 | 86.70 | 85.32 | 85.85 | 85.19 | 83.16 | 85.12 | 83.66 | 83.98 | 85.66 | 85.29 | 81.75 | 81.92 | 82.66 | 82.77 | 82.09 | 82.07 |
| 3 | 372 | 96 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 83.36 | 85.07 | 82.36 | 84.93 | 84.21 | 82.99 | 84.66 | 84.19 | 86.12 | 85.99 | 85.00 | 87.62 | 83.73 | 85.40 | 84.62 | 87.20 | 84.76 | 85.74 | 86.01 | 86.09 | 82.98 | 83.56 | 83.34 | 81.57 | 81.14 | 82.25 |
| 4 | 372 | 104 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 84.24 | 82.57 | 83.56 | 83.93 | 82.24 | 81.26 | 82.64 | 85.38 | 83.60 | 84.13 | 84.37 | 84.97 | 86.25 | 82.34 | 81.27 | 83.29 | 82.87 | 81.92 | 83.58 | 84.64 | 81.35 | 82.29 | 80.53 | 82.86 | 81.55 | 82.28 |
| 5 | 372 | 104 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 81.95 | 82.51 | 83.00 | 82.29 | 83.25 | 86.42 | 84.85 | 83.38 | 85.77 | 82.84 | 86.70 | 85.82 | 84.90 | 84.96 | 86.29 | 86.64 | 86.13 | 84.37 | 86.01 | 87.05 | 82.01 | 84.49 | 80.95 | 83.40 | 84.81 | 83.63 |
| 6 | 372 | 104 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 83.46 | 84.58 | 86.19 | 84.87 | 84.40 | 84.77 | 86.27 | 85.02 | 84.28 | 86.49 | 86.37 | 86.91 | 85.45 | 86.99 | 86.10 | 86.09 | 85.40 | 84.62 | 85.93 | 84.39 | 82.02 | 81.71 | 81.44 | 83.31 | 81.99 | 81.06 |
| 7 | 372 | 104 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 83.31 | 84.40 | 83.74 | 84.36 | 84.23 | 85.79 | 84.56 | 84.25 | 85.65 | 83.66 | 86.35 | 87.77 | 85.74 | 86.56 | 86.02 | 85.22 | 86.31 | 84.00 | 85.02 | 84.48 | 82.71 | 81.78 | 85.75 | 81.30 | 82.99 | 85.14 |
| 8 | 372 | 96 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 83.55 | 82.98 | 83.17 | 85.57 | 82.44 | 84.20 | 84.01 | 82.29 | 84.84 | 85.41 | 84.71 | 84.40 | 85.79 | 82.69 | 85.00 | 85.11 | 84.66 | 84.18 | 84.46 | 84.28 | 83.10 | 82.95 | 84.85 | 84.06 | 82.03 | 83.77 |
| 9 | 372 | 96 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 85.06 | 84.80 | 83.86 | 82.96 | 84.16 | 86.39 | 84.36 | 84.16 | 85.97 | 85.29 | 87.15 | 86.61 | 86.59 | 84.22 | 85.59 | 85.68 | 84.19 | 84.08 | 86.27 | 85.60 | 84.12 | 84.22 | 83.15 | 83.64 | 82.63 | 85.04 |
| 10 | 372 | 96 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 83.62 | 85.10 | 83.54 | 84.54 | 84.70 | 85.19 | 85.17 | 86.94 | 85.25 | 83.85 | 83.73 | 85.43 | 85.28 | 85.64 | 85.38 | 88.83 | 87.22 | 86.52 | 85.48 | 85.62 | 83.49 | 84.51 | 84.77 | 83.96 | 83.19 | 83.19 |
| 11 | 372 | 96 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 81.84 | 84.83 | 82.92 | 86.61 | 83.68 | 87.00 | 85.95 | 87.33 | 86.54 | 86.27 | 85.71 | 83.80 | 87.72 | 86.78 | 85.34 | 87.47 | 85.74 | 85.26 | 86.09 | 87.27 | 83.24 | 84.22 | 83.29 | 84.03 | 81.07 | 83.06 |
| 12 | 372 | 104 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 82.41 | 84.52 | 82.76 | 84.01 | 82.54 | 86.07 | 84.94 | 84.93 | 86.07 | 83.42 | 84.83 | 83.51 | 83.86 | 84.03 | 84.54 | 85.24 | 84.40 | 85.19 | 84.57 | 83.46 | 81.65 | 83.26 | 82.05 | 82.04 | 79.70 | 82.21 |
| 13 | 372 | 104 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.40 | 84.18 | 86.94 | 85.67 | 83.01 | 85.00 | 84.74 | 85.22 | 86.75 | 86.87 | 85.64 | 85.27 | 85.46 | 86.91 | 86.08 | 87.10 | 85.20 | 84.81 | 85.11 | 84.78 | 83.52 | 83.26 | 85.89 | 82.52 | 82.55 | 81.24 |
| 14 | 372 | 104 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 83.64 | 85.35 | 83.80 | 85.40 | 82.68 | 85.36 | 85.43 | 85.84 | 84.94 | 85.80 | 84.74 | 86.43 | 86.91 | 85.97 | 85.27 | 85.73 | 85.99 | 85.14 | 86.23 | 83.62 | 83.00 | 83.01 | 83.64 | 81.63 | 83.56 | 84.73 |
| 15 | 372 | 104 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 82.86 | 83.88 | 84.00 | 83.81 | 85.90 | 86.97 | 85.14 | 85.07 | 85.03 | 85.21 | 87.60 | 87.70 | 85.60 | 85.65 | 86.21 | 85.77 | 86.95 | 87.20 | 88.45 | 87.21 | 86.23 | 82.80 | 83.14 | 84.67 | 84.18 | 82.24 |
| 16 | 372 | 96 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 82.79 | 84.90 | 84.17 | 84.40 | 83.55 | 83.17 | 84.62 | 85.22 | 84.39 | 82.89 | 86.30 | 85.29 | 85.47 | 86.05 | 85.09 | 84.59 | 82.42 | 85.81 | 85.37 | 85.52 | 82.60 | 84.81 | 82.51 | 84.45 | 83.11 | 83.29 |
| 17 | 372 | 96 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 83.58 | 85.42 | 80.57 | 85.04 | 84.39 | 83.28 | 86.46 | 85.57 | 88.22 | 86.51 | 84.16 | 86.95 | 85.52 | 83.03 | 83.50 | 85.44 | 85.24 | 85.31 | 85.54 | 86.76 | 84.77 | 82.59 | 83.42 | 83.93 | 85.16 | 84.53 |
| 18 | 372 | 96 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 82.27 | 84.28 | 81.71 | 85.38 | 82.91 | 85.22 | 86.29 | 86.78 | 85.62 | 82.89 | 86.52 | 19.49 | 86.82 | 84.82 | 85.20 | 85.86 | 87.03 | 87.37 | 87.49 | 84.61 | 83.21 | 82.77 | 80.90 | 86.44 | 81.45 | 84.53 |
| 19 | 372 | 96 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 83.38 | 84.03 | 84.93 | 84.96 | 85.75 | 84.96 | 86.68 | 86.10 | 85.72 | 87.90 | 87.75 | 87.46 | 86.08 | 84.09 | 85.39 | 85.97 | 87.83 | 84.28 | 85.87 | 84.73 | 83.22 | 82.41 | 85.77 | 84.08 | 83.41 | 84.43 |
| 20 | 372 | 104 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 80.64 | 84.64 | 84.51 | 83.55 | 85.03 | 85.96 | 82.34 | 84.51 | 84.25 | 83.85 | 85.48 | 85.26 | 83.07 | 86.46 | 85.41 | 86.34 | 85.26 | 84.07 | 87.00 | 85.53 | 82.91 | 81.64 | 83.42 | 84.08 | 83.72 | 82.13 |
| 21 | 372 | 104 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 84.86 | 84.75 | 84.56 | 82.17 | 84.58 | 86.28 | 84.38 | 85.50 | 85.88 | 88.15 | 85.91 | 85.46 | 84.62 | 83.36 | 84.84 | 86.14 | 83.01 | 82.80 | 84.53 | 86.41 | 81.39 | 83.10 | 80.78 | 80.81 | 82.52 | 81.75 |
| 22 | 372 | 104 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 83.00 | 81.71 | 83.07 | 84.64 | 85.02 | 86.12 | 87.21 | 86.07 | 85.89 | 84.44 | 86.08 | 87.29 | 86.67 | 87.34 | 85.02 | 84.68 | 82.12 | 83.41 | 85.81 | 86.28 | 81.26 | 82.63 | 82.80 | 83.13 | 84.57 | 82.26 |
| 23 | 372 | 104 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 85.06 | 86.16 | 86.37 | 83.09 | 86.68 | 83.27 | 85.06 | 86.10 | 83.24 | 87.92 | 84.64 | 85.55 | 85.82 | 84.98 | 87.55 | 85.22 | 86.43 | 85.55 | 86.91 | 85.30 | 82.09 | 84.61 | 86.53 | 84.76 | 80.46 | 82.64 |
| 24 | 372 | 96 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 83.44 | 84.15 | 84.10 | 84.53 | 82.85 | 84.59 | 82.73 | 86.40 | 85.25 | 84.09 | 83.97 | 83.65 | 85.17 | 83.61 | 82.60 | 85.05 | 85.69 | 85.29 | 84.65 | 84.03 | 84.15 | 80.59 | 83.23 | 81.49 | 82.53 | 83.25 |
| 25 | 372 | 96 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 84.81 | 85.63 | 83.70 | 86.26 | 84.17 | 85.70 | 86.01 | 87.47 | 86.66 | 85.60 | 84.99 | 85.84 | 87.64 | 84.91 | 85.33 | 86.74 | 86.34 | 87.62 | 86.92 | 84.03 | 84.74 | 83.39 | 82.18 | 82.09 | 84.57 | 83.63 |
| 26 | 372 | 96 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 83.76 | 83.24 | 85.30 | 82.75 | 85.21 | 83.84 | 84.70 | 84.58 | 87.75 | 84.43 | 85.68 | 87.42 | 86.72 | 86.09 | 86.26 | 87.48 | 85.41 | 86.57 | 86.33 | 87.11 | 84.10 | 84.60 | 85.27 | 81.86 | 82.34 | 85.67 |
| 27 | 372 | 96 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 85.00 | 86.66 | 85.28 | 83.43 | 84.70 | 88.25 | 85.54 | 84.91 | 86.52 | 84.86 | 85.31 | 86.14 | 85.05 | 85.02 | 86.11 | 86.02 | 84.56 | 84.15 | 86.60 | 85.97 | 83.35 | 82.36 | 84.40 | 84.44 | 85.69 | 84.70 |
| 28 | 372 | 104 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 83.43 | 83.04 | 82.61 | 85.32 | 85.05 | 86.82 | 86.34 | 84.24 | 84.61 | 84.81 | 84.55 | 85.45 | 85.29 | 83.67 | 83.30 | 85.09 | 85.92 | 84.87 | 86.19 | 85.04 | 83.28 | 82.64 | 82.37 | 83.59 | 83.11 | 81.42 |
| 29 | 372 | 104 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 84.97 | 83.25 | 84.41 | 84.26 | 84.18 | 86.72 | 84.15 | 86.83 | 87.79 | 85.10 | 87.70 | 85.41 | 85.97 | 87.56 | 86.11 | 87.19 | 85.66 | 88.70 | 85.31 | 85.06 | 84.18 | 83.90 | 85.30 | 84.02 | 82.93 | 85.19 |
| 30 | 372 | 104 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 83.20 | 84.10 | 84.82 | 83.19 | 83.00 | 84.89 | 85.57 | 85.51 | 87.36 | 85.31 | 85.94 | 86.49 | 85.46 | 84.50 | 83.96 | 87.03 | 85.54 | 85.25 | 84.07 | 85.98 | 80.66 | 80.17 | 85.54 | 81.97 | 82.68 | 82.30 |
| 31 | 372 | 104 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 85.49 | 85.47 | 82.56 | 86.30 | 84.74 | 85.94 | 85.51 | 82.88 | 86.10 | 86.19 | 87.02 | 85.75 | 89.16 | 85.71 | 85.42 | 86.83 | 85.60 | 86.35 | 86.54 | 85.67 | 83.75 | 84.61 | 84.86 | 85.24 | 85.61 | 83.83 |
| 32 | 372 | 96 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 84.78 | 84.49 | 83.03 | 85.14 | 85.22 | 85.04 | 84.99 | 86.14 | 85.55 | 87.67 | 85.58 | 86.35 | 86.17 | 85.58 | 84.16 | 86.68 | 83.38 | 82.03 | 87.43 | 86.60 | 83.23 | 82.13 | 81.44 | 83.15 | 84.46 | 82.42 |
| 33 | 372 | 96 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.08 | 85.73 | 84.94 | 85.40 | 83.88 | 86.25 | 84.24 | 87.64 | 88.62 | 83.41 | 86.04 | 86.55 | 82.69 | 85.12 | 86.19 | 88.29 | 85.37 | 86.88 | 86.22 | 84.84 | 83.81 | 83.65 | 83.34 | 83.72 | 85.28 | 87.86 |
| 34 | 372 | 96 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 84.76 | 87.01 | 85.67 | 84.56 | 83.98 | 85.91 | 83.98 | 85.80 | 85.99 | 86.19 | 85.20 | 86.23 | 87.61 | 87.45 | 85.86 | 87.74 | 86.35 | 89.31 | 85.16 | 86.99 | 84.54 | 82.69 | 85.17 | 86.38 | 84.76 | 85.37 |
| 35 | 372 | 96 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 83.98 | 84.12 | 84.52 | 85.50 | 86.03 | 84.75 | 85.85 | 86.41 | 85.35 | 85.14 | 87.06 | 85.89 | 88.34 | 87.46 | 86.13 | 88.37 | 86.53 | 85.18 | 86.02 | 86.61 | 85.60 | 83.71 | 85.27 | 85.62 | 85.04 | 82.47 |
| 36 | 372 | 104 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 83.52 | 84.03 | 83.78 | 84.49 | 84.18 | 85.51 | 85.54 | 86.70 | 83.78 | 86.54 | 86.05 | 85.56 | 86.70 | 85.68 | 84.04 | 85.74 | 84.02 | 83.66 | 84.07 | 84.03 | 82.80 | 82.87 | 80.63 | 81.11 | 84.85 | 83.23 |
| 37 | 372 | 104 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 85.55 | 86.45 | 83.43 | 84.89 | 87.46 | 85.18 | 85.09 | 85.25 | 88.38 | 86.01 | 85.81 | 85.39 | 84.45 | 87.46 | 85.78 | 85.34 | 86.46 | 87.18 | 87.63 | 85.97 | 86.73 | 84.86 | 85.80 | 84.00 | 84.83 | 85.94 |
| 38 | 372 | 104 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 84.10 | 85.70 | 82.77 | 83.71 | 85.23 | 86.47 | 87.94 | 85.14 | 85.98 | 87.67 | 87.17 | 84.93 | 87.42 | 86.77 | 87.41 | 87.71 | 84.94 | 87.33 | 85.73 | 86.15 | 83.74 | 85.39 | 82.88 | 85.18 | 84.81 | 85.91 |
| 39 | 372 | 104 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 82.37 | 87.58 | 82.62 | 83.96 | 84.38 | 86.26 | 86.29 | 84.43 | 86.99 | 85.89 | 86.66 | 86.43 | 86.65 | 85.82 | 86.99 | 85.89 | 85.14 | 86.60 | 87.14 | 88.79 | 85.55 | 84.52 | 82.79 | 85.36 | 85.03 | 83.90 |
| 40 | 372 | 96 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 82.54 | 84.80 | 81.18 | 84.87 | 85.42 | 82.20 | 84.60 | 84.74 | 85.15 | 84.83 | 85.18 | 84.55 | 86.03 | 85.37 | 84.47 | 82.96 | 86.50 | 84.05 | 86.54 | 85.41 | 82.84 | 83.01 | 82.43 | 81.89 | 84.20 | 83.85 |
| 41 | 372 | 96 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 85.15 | 87.12 | 84.88 | 86.79 | 84.36 | 84.34 | 85.16 | 87.29 | 85.52 | 84.18 | 86.32 | 86.88 | 87.68 | 86.48 | 87.21 | 86.20 | 85.68 | 85.07 | 85.55 | 87.01 | 84.21 | 81.41 | 84.93 | 86.04 | 83.53 | 84.38 |
| 42 | 372 | 96 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 84.48 | 85.95 | 86.30 | 85.19 | 84.81 | 85.59 | 85.83 | 84.78 | 85.00 | 86.04 | 87.68 | 87.83 | 84.55 | 87.02 | 87.02 | 87.78 | 84.60 | 87.08 | 85.13 | 87.35 | 84.55 | 83.03 | 85.16 | 82.56 | 84.66 | 86.24 |
| 43 | 372 | 96 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 83.61 | 86.70 | 86.81 | 84.68 | 83.01 | 86.51 | 87.52 | 85.49 | 84.55 | 85.24 | 85.48 | 85.89 | 88.41 | 89.31 | 84.44 | 87.65 | 84.12 | 86.17 | 84.86 | 86.65 | 85.98 | 82.54 | 82.72 | 84.89 | 84.78 | 82.89 |
| 44 | 372 | 104 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 82.36 | 84.06 | 83.71 | 82.82 | 83.68 | 84.69 | 87.07 | 85.59 | 85.22 | 83.24 | 86.77 | 85.59 | 86.19 | 83.34 | 85.43 | 84.38 | 86.10 | 87.20 | 86.82 | 86.73 | 82.31 | 80.26 | 85.08 | 86.68 | 83.67 | 82.69 |
| 45 | 372 | 104 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.34 | 84.34 | 85.05 | 86.23 | 83.70 | 86.90 | 85.58 | 84.91 | 83.73 | 85.49 | 85.65 | 88.29 | 86.44 | 83.97 | 84.41 | 87.30 | 85.01 | 87.13 | 86.12 | 85.17 | 83.93 | 83.56 | 83.34 | 83.35 | 83.69 | 86.13 |
| 46 | 372 | 104 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 85.21 | 84.51 | 85.23 | 86.21 | 85.89 | 86.54 | 85.75 | 86.17 | 84.64 | 85.95 | 86.40 | 87.00 | 87.60 | 88.04 | 87.16 | 88.44 | 84.63 | 85.41 | 85.48 | 87.71 | 85.73 | 81.43 | 84.11 | 84.26 | 83.69 | 82.22 |
| 47 | 372 | 104 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 84.76 | 83.86 | 85.78 | 85.51 | 86.87 | 85.43 | 87.82 | 85.38 | 86.26 | 86.05 | 87.18 | 86.62 | 86.45 | 84.89 | 86.55 | 86.31 | 86.48 | 88.25 | 88.89 | 86.30 | 84.87 | 86.93 | 84.45 | 81.44 | 84.82 | 85.50 |
| 48 | 372 | 96 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 84.17 | 83.81 | 86.11 | 84.81 | 84.18 | 87.42 | 85.85 | 86.99 | 87.21 | 85.17 | 86.97 | 84.42 | 86.62 | 83.53 | 83.85 | 87.57 | 85.23 | 85.97 | 85.02 | 86.13 | 83.39 | 84.84 | 84.81 | 82.26 | 83.61 | 83.14 |
| 49 | 372 | 96 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 85.55 | 86.63 | 85.90 | 84.87 | 86.64 | 85.16 | 89.60 | 86.50 | 87.92 | 85.32 | 87.38 | 86.71 | 85.30 | 86.81 | 86.99 | 85.57 | 86.28 | 87.01 | 87.64 | 87.24 | 83.00 | 84.67 | 85.47 | 85.00 | 82.72 | 85.55 |
| 50 | 372 | 96 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 85.73 | 85.79 | 84.55 | 85.97 | 85.44 | 86.13 | 85.83 | 86.77 | 85.35 | 85.03 | 88.97 | 88.93 | 88.15 | 85.36 | 84.60 | 88.38 | 85.67 | 86.34 | 86.70 | 87.05 | 85.06 | 82.33 | 83.71 | 82.66 | 83.10 | 82.76 |
| 51 | 372 | 96 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 83.64 | 85.91 | 83.64 | 85.81 | 85.82 | 87.59 | 84.99 | 86.88 | 87.01 | 86.46 | 87.51 | 86.04 | 84.90 | 87.02 | 86.21 | 83.74 | 85.92 | 87.03 | 89.29 | 88.10 | 84.09 | 83.22 | 85.75 | 85.42 | 86.55 | 84.61 |
| 52 | 372 | 104 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 82.73 | 85.18 | 83.90 | 83.67 | 83.64 | 83.82 | 85.61 | 85.09 | 85.45 | 85.44 | 85.05 | 84.18 | 84.84 | 84.77 | 83.77 | 86.09 | 85.20 | 83.61 | 85.60 | 85.39 | 85.74 | 83.46 | 85.46 | 84.68 | 84.41 | 82.75 |
| 53 | 372 | 104 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 84.18 | 85.97 | 86.83 | 85.59 | 83.78 | 86.67 | 87.68 | 86.04 | 85.38 | 86.70 | 87.60 | 86.35 | 87.29 | 85.35 | 86.64 | 87.83 | 86.37 | 87.01 | 87.01 | 88.31 | 84.95 | 84.30 | 83.64 | 84.12 | 82.83 | 84.21 |
| 54 | 372 | 104 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 86.14 | 85.01 | 85.90 | 86.01 | 88.09 | 86.82 | 85.92 | 86.02 | 85.19 | 85.93 | 87.66 | 86.51 | 87.65 | 87.35 | 86.03 | 86.81 | 84.80 | 87.43 | 86.51 | 88.18 | 83.85 | 83.06 | 88.56 | 84.69 | 85.59 | 82.01 |
| 55 | 372 | 104 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 85.20 | 85.61 | 84.73 | 85.65 | 84.05 | 88.55 | 86.61 | 85.09 | 86.43 | 86.53 | 86.31 | 86.41 | 84.58 | 86.29 | 85.83 | 86.66 | 87.13 | 85.64 | 86.75 | 86.95 | 84.65 | 83.04 | 84.74 | 87.44 | 82.45 | 84.71 |
| 56 | 372 | 96 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 81.35 | 85.18 | 85.56 | 83.81 | 84.06 | 85.99 | 83.75 | 84.24 | 86.62 | 85.85 | 86.28 | 87.76 | 86.87 | 86.47 | 85.10 | 85.97 | 84.46 | 87.54 | 84.96 | 86.31 | 83.60 | 85.61 | 84.18 | 84.28 | 82.87 | 86.89 |
| 57 | 372 | 96 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 86.07 | 84.20 | 86.46 | 86.03 | 84.84 | 87.03 | 86.21 | 86.08 | 87.43 | 85.79 | 87.64 | 87.34 | 85.64 | 85.55 | 85.95 | 19.49 | 85.80 | 88.65 | 86.42 | 86.26 | 85.31 | 84.44 | 85.89 | 86.22 | 85.31 | 85.06 |
| 58 | 372 | 96 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 83.73 | 85.16 | 84.72 | 85.37 | 85.14 | 86.43 | 86.22 | 85.77 | 87.97 | 87.25 | 85.69 | 88.43 | 85.62 | 86.73 | 86.18 | 88.23 | 88.13 | 84.88 | 88.16 | 85.66 | 84.98 | 85.91 | 84.41 | 84.42 | 82.72 | 83.27 |
| 59 | 372 | 96 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 85.60 | 85.38 | 84.46 | 87.23 | 85.42 | 85.87 | 87.48 | 86.70 | 87.05 | 87.51 | 87.49 | 87.97 | 86.36 | 87.73 | 86.32 | 86.45 | 86.02 | 87.63 | 86.73 | 87.73 | 85.37 | 84.55 | 85.31 | 84.10 | 82.29 | 84.66 |
| 60 | 372 | 104 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 83.41 | 83.76 | 83.74 | 85.93 | 83.35 | 85.70 | 83.47 | 85.97 | 87.34 | 86.25 | 86.95 | 86.05 | 85.07 | 85.85 | 85.55 | 86.67 | 84.20 | 83.68 | 85.84 | 84.50 | 84.04 | 83.81 | 82.14 | 84.95 | 84.51 | 83.98 |
| 61 | 372 | 104 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 84.71 | 85.50 | 85.87 | 85.92 | 85.90 | 87.93 | 86.51 | 87.00 | 86.98 | 84.85 | 85.70 | 87.31 | 85.49 | 85.37 | 86.80 | 87.95 | 87.60 | 87.10 | 86.19 | 86.72 | 86.42 | 85.63 | 84.97 | 85.42 | 87.85 | 85.96 |
| 62 | 372 | 104 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 84.75 | 86.57 | 84.78 | 87.38 | 86.35 | 85.58 | 86.56 | 85.58 | 86.17 | 86.69 | 87.10 | 87.58 | 87.07 | 86.44 | 86.91 | 87.51 | 86.22 | 86.77 | 87.40 | 86.19 | 84.43 | 83.26 | 86.28 | 83.88 | 85.34 | 85.49 |
| 63 | 372 | 104 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 86.05 | 84.08 | 85.72 | 86.87 | 85.54 | 87.12 | 88.08 | 88.59 | 87.07 | 86.68 | 87.36 | 86.97 | 85.82 | 87.21 | 87.23 | 86.69 | 87.99 | 86.87 | 87.62 | 85.06 | 84.75 | 83.30 | 84.53 | 84.55 | 86.15 | 84.70 |
| 64 | 372 | 96 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 85.17 | 85.68 | 82.73 | 84.14 | 85.15 | 85.02 | 85.06 | 84.00 | 85.51 | 86.64 | 84.37 | 86.17 | 85.30 | 86.64 | 85.45 | 85.22 | 86.68 | 84.53 | 86.52 | 85.00 | 84.77 | 83.37 | 82.87 | 84.24 | 85.93 | 84.11 |
| 65 | 372 | 96 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 85.17 | 85.25 | 85.11 | 85.97 | 86.07 | 85.66 | 84.97 | 86.35 | 84.72 | 85.59 | 87.85 | 85.80 | 87.92 | 84.89 | 86.21 | 87.30 | 86.73 | 87.35 | 87.33 | 86.78 | 83.48 | 84.50 | 86.35 | 83.98 | 85.52 | 86.33 |
| 66 | 372 | 96 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 84.44 | 87.81 | 84.10 | 85.89 | 85.64 | 87.61 | 88.60 | 87.86 | 87.25 | 86.11 | 86.23 | 88.57 | 86.27 | 87.05 | 85.17 | 86.88 | 86.84 | 86.09 | 84.87 | 87.05 | 84.08 | 83.49 | 86.08 | 85.98 | 82.80 | 85.70 |
| 67 | 372 | 96 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 85.16 | 84.72 | 85.08 | 87.54 | 84.70 | 86.61 | 85.23 | 86.97 | 86.51 | 87.18 | 85.66 | 87.48 | 89.26 | 86.37 | 86.95 | 87.46 | 85.07 | 85.29 | 86.82 | 86.57 | 84.54 | 84.79 | 84.68 | 84.45 | 86.19 | 83.75 |
| 68 | 372 | 104 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 83.74 | 82.93 | 82.64 | 84.24 | 83.86 | 84.35 | 86.39 | 86.42 | 85.99 | 85.09 | 87.75 | 86.75 | 84.40 | 85.82 | 85.02 | 83.20 | 85.20 | 83.20 | 85.95 | 86.87 | 82.54 | 84.73 | 83.83 | 84.49 | 82.60 | 84.05 |
| 69 | 372 | 104 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 84.05 | 86.95 | 86.96 | 85.62 | 84.54 | 87.85 | 86.20 | 86.59 | 86.19 | 86.38 | 88.28 | 86.84 | 86.83 | 87.70 | 85.34 | 86.62 | 85.76 | 87.35 | 84.83 | 85.68 | 82.60 | 83.10 | 84.77 | 85.41 | 86.66 | 85.96 |
| 70 | 372 | 104 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 85.67 | 87.20 | 84.47 | 87.23 | 85.37 | 85.01 | 86.21 | 85.93 | 86.97 | 84.90 | 85.73 | 86.16 | 87.79 | 87.90 | 86.17 | 88.05 | 85.89 | 87.15 | 86.53 | 87.29 | 84.63 | 82.81 | 85.71 | 83.76 | 83.88 | 85.67 |
| 71 | 372 | 104 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 85.09 | 85.45 | 86.57 | 87.50 | 84.13 | 87.99 | 85.94 | 88.03 | 85.10 | 86.61 | 86.28 | 86.75 | 86.97 | 87.33 | 85.62 | 85.96 | 87.10 | 86.95 | 86.28 | 86.98 | 84.59 | 84.08 | 85.75 | 83.87 | 85.17 | 84.59 |
| 72 | 372 | 96 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 80.80 | 84.23 | 82.72 | 82.11 | 82.29 | 82.96 | 84.08 | 83.23 | 85.65 | 87.19 | 84.23 | 83.84 | 82.69 | 83.17 | 84.75 | 85.14 | 85.08 | 84.62 | 85.10 | 84.54 | 81.60 | 82.36 | 82.48 | 81.80 | 79.78 | 81.52 |
| 73 | 372 | 96 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 83.64 | 85.08 | 84.92 | 85.09 | 83.69 | 85.81 | 84.45 | 86.38 | 84.76 | 86.86 | 87.49 | 87.29 | 86.40 | 84.38 | 87.91 | 86.68 | 86.48 | 87.02 | 84.46 | 87.73 | 83.53 | 85.08 | 84.48 | 85.00 | 82.15 | 83.94 |
| 74 | 372 | 96 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 82.90 | 85.63 | 84.26 | 85.71 | 85.17 | 86.40 | 84.02 | 86.30 | 86.75 | 86.42 | 87.37 | 87.01 | 86.76 | 85.18 | 86.90 | 86.94 | 84.44 | 86.25 | 87.27 | 86.42 | 82.12 | 83.27 | 83.20 | 83.27 | 84.87 | 84.50 |
| 75 | 372 | 96 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 82.79 | 83.56 | 82.43 | 83.32 | 84.49 | 85.31 | 84.74 | 83.56 | 85.91 | 86.32 | 86.82 | 86.90 | 85.45 | 85.71 | 85.16 | 84.95 | 84.54 | 86.26 | 87.21 | 85.23 | 82.93 | 82.60 | 83.72 | 83.64 | 81.17 | 82.01 |
| 76 | 372 | 104 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 81.52 | 83.93 | 82.01 | 83.49 | 83.61 | 85.76 | 83.80 | 83.04 | 83.36 | 86.15 | 84.28 | 85.30 | 84.85 | 83.66 | 84.13 | 85.68 | 84.77 | 83.73 | 83.30 | 83.98 | 80.58 | 82.43 | 84.24 | 82.24 | 80.70 | 82.92 |
| 77 | 372 | 104 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 83.35 | 87.22 | 84.17 | 84.77 | 81.81 | 85.10 | 85.71 | 85.99 | 87.07 | 84.59 | 85.45 | 85.01 | 85.11 | 85.87 | 84.00 | 88.05 | 85.56 | 84.36 | 86.91 | 86.85 | 85.26 | 82.73 | 84.41 | 81.45 | 82.71 | 82.93 |
| 78 | 372 | 104 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 84.43 | 85.43 | 81.75 | 83.80 | 82.27 | 85.35 | 85.46 | 86.63 | 86.61 | 84.89 | 85.69 | 87.03 | 85.90 | 85.60 | 84.40 | 86.66 | 86.28 | 85.49 | 86.67 | 84.47 | 82.17 | 81.15 | 83.70 | 83.71 | 85.21 | 80.73 |
| 79 | 372 | 104 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 84.50 | 85.02 | 83.71 | 83.03 | 84.10 | 85.44 | 84.69 | 85.42 | 86.13 | 86.99 | 86.81 | 85.45 | 85.51 | 83.68 | 86.27 | 85.91 | 85.02 | 85.97 | 87.08 | 84.71 | 81.20 | 82.83 | 84.10 | 82.98 | 83.35 | 85.67 |
| 80 | 372 | 96 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 82.44 | 84.13 | 83.42 | 82.07 | 82.52 | 86.11 | 85.30 | 84.17 | 85.69 | 83.03 | 85.03 | 85.27 | 84.72 | 82.11 | 83.80 | 82.76 | 83.67 | 85.85 | 85.36 | 83.65 | 82.98 | 75.15 | 82.25 | 83.09 | 81.38 | 83.02 |
| 81 | 372 | 96 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.02 | 83.43 | 82.92 | 85.07 | 83.43 | 85.07 | 86.62 | 84.09 | 85.93 | 86.25 | 86.74 | 84.44 | 85.02 | 85.64 | 85.81 | 87.51 | 85.33 | 86.47 | 86.90 | 85.91 | 81.94 | 84.13 | 85.43 | 82.94 | 85.24 | 84.18 |
| 82 | 372 | 96 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 84.12 | 84.36 | 87.32 | 86.08 | 84.74 | 86.58 | 85.68 | 85.00 | 86.84 | 86.12 | 85.39 | 85.75 | 84.89 | 84.97 | 86.08 | 86.76 | 86.02 | 87.41 | 86.93 | 84.99 | 86.19 | 84.13 | 85.23 | 85.16 | 85.18 | 82.39 |
| 83 | 372 | 96 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 84.67 | 84.43 | 83.47 | 85.62 | 85.63 | 85.86 | 87.59 | 84.92 | 86.77 | 84.18 | 86.25 | 87.34 | 88.02 | 84.23 | 85.61 | 86.45 | 85.34 | 88.76 | 87.35 | 85.51 | 85.18 | 82.95 | 85.55 | 84.33 | 84.90 | 86.90 |
| 84 | 372 | 104 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 82.00 | 82.20 | 83.39 | 84.44 | 83.59 | 83.74 | 84.16 | 85.59 | 86.71 | 84.00 | 84.30 | 83.51 | 86.80 | 84.37 | 83.00 | 81.13 | 84.33 | 83.97 | 84.68 | 86.35 | 81.12 | 81.93 | 82.67 | 83.79 | 80.92 | 81.68 |
| 85 | 372 | 104 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 85.26 | 84.49 | 85.41 | 82.07 | 82.78 | 86.14 | 86.01 | 86.52 | 88.09 | 86.53 | 86.07 | 85.93 | 84.03 | 87.62 | 85.78 | 86.61 | 85.45 | 85.77 | 85.52 | 86.07 | 82.84 | 82.88 | 83.82 | 81.32 | 83.06 | 84.51 |
| 86 | 372 | 104 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 85.79 | 83.38 | 84.02 | 84.99 | 83.97 | 87.25 | 86.08 | 85.80 | 86.94 | 82.91 | 85.83 | 87.81 | 85.09 | 85.29 | 86.83 | 87.24 | 84.42 | 85.11 | 88.20 | 83.53 | 82.19 | 82.30 | 82.52 | 84.32 | 83.71 | 80.73 |
| 87 | 372 | 104 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 84.73 | 85.29 | 84.69 | 85.24 | 83.70 | 84.47 | 86.56 | 86.47 | 85.34 | 85.70 | 87.13 | 86.84 | 85.53 | 86.41 | 87.42 | 88.05 | 86.54 | 87.99 | 84.05 | 86.92 | 82.89 | 83.82 | 84.74 | 83.66 | 84.39 | 85.63 |
| 88 | 372 | 96 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 83.09 | 84.08 | 81.80 | 81.57 | 84.30 | 86.16 | 81.82 | 84.51 | 86.87 | 84.68 | 85.75 | 83.91 | 86.42 | 84.57 | 82.15 | 84.63 | 85.71 | 84.75 | 84.37 | 84.62 | 83.46 | 80.37 | 83.22 | 81.42 | 82.57 | 82.99 |
| 89 | 372 | 96 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 83.45 | 84.39 | 85.69 | 84.91 | 83.15 | 86.19 | 86.82 | 87.64 | 87.70 | 87.95 | 86.62 | 85.52 | 83.76 | 86.60 | 84.43 | 86.40 | 86.41 | 86.16 | 84.94 | 85.87 | 86.76 | 83.94 | 82.86 | 84.20 | 83.82 | 85.08 |
| 90 | 372 | 96 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 82.36 | 84.97 | 85.45 | 86.00 | 83.01 | 84.83 | 85.43 | 88.12 | 86.54 | 85.46 | 85.02 | 87.23 | 86.27 | 87.11 | 86.31 | 85.10 | 86.69 | 85.21 | 84.55 | 87.52 | 83.03 | 81.11 | 84.94 | 82.15 | 83.67 | 82.02 |
| 91 | 372 | 96 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 82.99 | 85.37 | 85.99 | 84.31 | 85.83 | 85.97 | 87.00 | 87.02 | 84.41 | 86.68 | 87.65 | 84.56 | 86.88 | 85.42 | 86.75 | 86.62 | 86.10 | 85.93 | 85.95 | 86.33 | 85.14 | 84.28 | 84.46 | 85.38 | 85.07 | 84.37 |
| 92 | 372 | 104 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 83.69 | 81.78 | 83.73 | 84.38 | 83.61 | 83.78 | 84.72 | 83.66 | 85.18 | 84.93 | 85.22 | 84.15 | 85.01 | 84.89 | 84.88 | 82.31 | 85.11 | 85.17 | 82.76 | 82.57 | 78.56 | 83.53 | 82.49 | 82.61 | 81.47 | 82.80 |
| 93 | 372 | 104 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 83.33 | 86.15 | 84.83 | 84.93 | 85.89 | 86.63 | 87.89 | 88.03 | 85.42 | 85.92 | 87.13 | 88.40 | 85.05 | 87.15 | 83.47 | 85.91 | 86.59 | 87.49 | 86.61 | 85.32 | 86.66 | 83.48 | 83.27 | 85.30 | 83.95 | 82.35 |
| 94 | 372 | 104 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 83.72 | 86.46 | 83.96 | 86.16 | 84.73 | 87.62 | 85.95 | 86.04 | 84.13 | 85.57 | 86.27 | 86.99 | 84.06 | 84.39 | 87.11 | 85.05 | 86.46 | 85.82 | 86.00 | 86.29 | 83.01 | 84.02 | 82.68 | 81.93 | 84.27 | 81.81 |
| 95 | 372 | 104 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 84.09 | 85.16 | 85.46 | 87.28 | 84.38 | 86.60 | 87.24 | 84.86 | 85.97 | 87.08 | 87.79 | 87.58 | 84.22 | 83.58 | 84.63 | 87.48 | 87.06 | 88.05 | 86.10 | 86.87 | 84.14 | 85.70 | 84.20 | 86.22 | 87.29 | 83.76 |
| 96 | 372 | 96 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 84.49 | 84.03 | 82.61 | 85.17 | 83.87 | 86.05 | 86.24 | 83.61 | 84.55 | 83.30 | 85.92 | 83.88 | 84.76 | 84.86 | 85.37 | 85.96 | 83.24 | 85.46 | 84.93 | 87.75 | 82.51 | 84.08 | 83.49 | 82.08 | 82.44 | 85.91 |
| 97 | 372 | 96 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 82.30 | 85.44 | 84.03 | 85.98 | 83.37 | 85.47 | 86.46 | 86.21 | 85.22 | 86.33 | 85.15 | 86.33 | 86.60 | 85.63 | 86.43 | 86.73 | 85.61 | 86.67 | 85.93 | 86.27 | 84.17 | 85.78 | 84.05 | 84.25 | 84.65 | 83.90 |
| 98 | 372 | 96 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 82.91 | 86.95 | 84.38 | 85.13 | 84.84 | 85.93 | 85.65 | 86.48 | 86.32 | 85.98 | 86.47 | 86.94 | 88.15 | 85.90 | 86.29 | 88.43 | 85.48 | 87.03 | 87.67 | 87.13 | 86.30 | 83.37 | 84.61 | 84.02 | 85.29 | 84.06 |
| 99 | 372 | 96 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 85.07 | 85.58 | 87.23 | 85.57 | 83.36 | 85.87 | 86.21 | 87.38 | 84.81 | 84.90 | 87.39 | 87.55 | 88.20 | 87.25 | 85.21 | 88.30 | 87.59 | 88.04 | 88.34 | 86.42 | 83.55 | 84.31 | 83.20 | 84.20 | 82.94 | 84.91 |
| 100 | 372 | 104 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 83.09 | 84.54 | 83.57 | 84.00 | 83.90 | 84.61 | 84.55 | 85.97 | 86.25 | 83.99 | 86.29 | 85.64 | 84.27 | 85.69 | 83.25 | 84.85 | 83.33 | 83.24 | 86.38 | 86.30 | 81.79 | 82.73 | 81.06 | 81.49 | 82.44 | 81.85 |
| 101 | 372 | 104 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 85.32 | 87.19 | 85.68 | 85.70 | 83.20 | 84.24 | 86.39 | 85.74 | 85.64 | 86.01 | 87.17 | 86.04 | 87.41 | 86.91 | 84.83 | 86.50 | 85.64 | 85.16 | 86.85 | 87.74 | 82.51 | 84.45 | 85.74 | 82.38 | 81.12 | 82.13 |
| 102 | 372 | 104 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.17 | 85.29 | 87.14 | 85.81 | 86.45 | 87.20 | 85.36 | 86.20 | 86.73 | 85.44 | 84.17 | 88.49 | 85.51 | 85.36 | 85.97 | 87.38 | 87.39 | 85.77 | 85.38 | 86.66 | 83.94 | 83.85 | 85.08 | 83.20 | 83.31 | 84.70 |
| 103 | 372 | 104 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 84.85 | 85.43 | 88.01 | 84.63 | 84.89 | 85.91 | 87.20 | 84.53 | 84.29 | 86.18 | 86.88 | 86.12 | 85.84 | 84.73 | 84.81 | 86.54 | 85.22 | 87.55 | 87.04 | 88.19 | 81.19 | 86.01 | 84.14 | 84.87 | 83.53 | 83.94 |
| 104 | 372 | 96 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 83.25 | 84.71 | 86.15 | 84.46 | 84.64 | 85.42 | 82.97 | 83.92 | 86.05 | 87.41 | 85.61 | 86.26 | 83.74 | 84.26 | 82.80 | 86.08 | 84.95 | 84.54 | 86.15 | 85.03 | 83.42 | 83.87 | 82.68 | 83.75 | 84.75 | 84.52 |
| 105 | 372 | 96 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 83.79 | 85.67 | 86.57 | 86.21 | 84.36 | 85.73 | 85.50 | 85.64 | 86.96 | 85.68 | 85.59 | 86.16 | 87.31 | 85.02 | 88.44 | 86.50 | 85.99 | 87.33 | 87.31 | 86.96 | 84.71 | 85.68 | 85.16 | 85.73 | 84.64 | 85.57 |
| 106 | 372 | 96 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.38 | 84.59 | 85.25 | 86.16 | 85.08 | 85.64 | 87.23 | 85.73 | 85.67 | 86.35 | 87.92 | 86.38 | 87.21 | 86.30 | 86.26 | 87.80 | 86.86 | 86.64 | 86.80 | 86.82 | 85.53 | 83.99 | 85.32 | 83.92 | 87.54 | 83.89 |
| 107 | 372 | 96 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 83.03 | 85.40 | 84.69 | 85.02 | 85.50 | 87.30 | 88.00 | 88.46 | 87.69 | 85.15 | 87.41 | 86.36 | 85.93 | 85.86 | 87.55 | 86.46 | 86.85 | 86.14 | 86.11 | 87.09 | 86.15 | 84.08 | 86.63 | 81.97 | 85.92 | 84.34 |
| 108 | 372 | 104 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 82.40 | 84.53 | 83.83 | 83.05 | 84.21 | 84.07 | 84.49 | 85.07 | 86.61 | 84.91 | 88.15 | 86.36 | 83.84 | 83.82 | 19.49 | 86.64 | 83.02 | 85.64 | 86.23 | 83.75 | 82.96 | 80.36 | 81.85 | 85.38 | 84.96 | 83.88 |
| 109 | 372 | 104 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 85.99 | 85.35 | 83.72 | 86.28 | 86.83 | 87.59 | 84.69 | 85.38 | 85.53 | 85.66 | 85.57 | 87.15 | 86.44 | 88.44 | 87.67 | 86.87 | 88.04 | 85.59 | 88.36 | 86.31 | 83.94 | 85.83 | 85.04 | 84.92 | 82.97 | 82.87 |
| 110 | 372 | 104 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 84.40 | 86.62 | 87.40 | 85.33 | 86.20 | 87.41 | 88.39 | 86.38 | 87.35 | 87.02 | 87.15 | 86.44 | 87.09 | 83.48 | 86.36 | 87.91 | 88.08 | 86.98 | 86.69 | 88.15 | 83.92 | 83.04 | 86.67 | 85.15 | 83.94 | 85.21 |
| 111 | 372 | 104 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.28 | 87.00 | 82.85 | 86.14 | 84.00 | 87.42 | 87.24 | 87.95 | 88.60 | 87.03 | 86.70 | 87.42 | 88.35 | 86.66 | 86.42 | 87.10 | 85.99 | 84.74 | 87.44 | 84.53 | 83.87 | 83.24 | 82.78 | 85.96 | 83.24 | 81.62 |
| 112 | 372 | 96 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 82.32 | 83.61 | 85.29 | 81.57 | 83.25 | 86.08 | 84.65 | 84.74 | 84.79 | 85.25 | 87.31 | 85.13 | 85.20 | 86.28 | 85.94 | 85.38 | 83.25 | 84.01 | 84.36 | 86.10 | 83.22 | 84.55 | 86.24 | 81.68 | 82.99 | 84.87 |
| 113 | 372 | 96 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 85.64 | 85.12 | 84.89 | 83.02 | 86.45 | 87.23 | 84.49 | 87.55 | 85.39 | 86.09 | 85.37 | 86.82 | 85.83 | 87.69 | 86.60 | 86.95 | 85.63 | 86.87 | 89.03 | 87.29 | 86.53 | 84.77 | 84.40 | 85.42 | 85.45 | 84.15 |
| 114 | 372 | 96 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 85.94 | 86.19 | 85.08 | 85.61 | 86.04 | 87.47 | 87.29 | 88.53 | 84.84 | 86.64 | 86.45 | 88.26 | 88.49 | 86.04 | 88.04 | 86.24 | 87.50 | 85.97 | 86.65 | 84.98 | 85.44 | 84.42 | 83.81 | 83.80 | 83.71 | 84.06 |
| 115 | 372 | 96 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 83.05 | 86.30 | 86.50 | 86.41 | 86.17 | 87.25 | 86.68 | 85.81 | 88.39 | 85.60 | 85.85 | 87.50 | 87.33 | 86.90 | 85.71 | 85.56 | 84.44 | 88.23 | 87.00 | 88.78 | 84.73 | 84.49 | 87.10 | 84.29 | 84.22 | 84.72 |
| 116 | 372 | 104 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 82.26 | 84.29 | 84.18 | 83.26 | 81.48 | 85.59 | 85.61 | 85.28 | 84.77 | 85.76 | 86.90 | 83.74 | 87.03 | 84.46 | 84.82 | 86.95 | 86.33 | 86.88 | 84.26 | 84.14 | 82.75 | 84.03 | 84.74 | 81.74 | 85.31 | 82.29 |
| 117 | 372 | 104 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 84.74 | 83.92 | 87.12 | 86.22 | 86.37 | 85.48 | 86.18 | 85.83 | 86.09 | 84.39 | 85.84 | 88.35 | 84.38 | 85.95 | 84.72 | 88.30 | 87.25 | 84.65 | 83.94 | 86.31 | 82.26 | 85.49 | 85.80 | 83.43 | 86.30 | 86.12 |
| 118 | 372 | 104 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 85.06 | 86.11 | 89.00 | 84.39 | 84.25 | 85.28 | 84.90 | 85.70 | 86.41 | 84.98 | 86.68 | 86.13 | 86.53 | 86.82 | 85.82 | 86.93 | 85.68 | 89.41 | 86.94 | 86.92 | 85.33 | 85.67 | 83.97 | 85.58 | 83.04 | 85.28 |
| 119 | 372 | 104 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.83 | 86.65 | 84.53 | 86.70 | 86.31 | 85.57 | 86.15 | 88.69 | 87.02 | 85.65 | 86.64 | 87.99 | 87.22 | 86.79 | 86.38 | 86.70 | 85.71 | 89.17 | 86.21 | 86.30 | 84.82 | 82.96 | 86.48 | 84.44 | 86.51 | 84.78 |
| 120 | 372 | 96 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 84.12 | 83.09 | 84.48 | 85.53 | 84.39 | 83.70 | 83.96 | 85.83 | 85.13 | 84.49 | 86.44 | 86.22 | 85.29 | 85.08 | 84.67 | 86.25 | 86.15 | 85.66 | 85.33 | 83.50 | 83.54 | 83.53 | 83.59 | 82.39 | 82.65 | 83.57 |
| 121 | 372 | 96 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 85.97 | 87.93 | 88.89 | 86.35 | 85.79 | 87.61 | 87.02 | 85.48 | 87.28 | 87.08 | 88.34 | 86.57 | 86.16 | 87.35 | 86.45 | 87.33 | 85.90 | 88.45 | 89.02 | 87.04 | 85.51 | 84.34 | 86.39 | 84.07 | 86.36 | 82.11 |
| 122 | 372 | 96 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.47 | 85.90 | 87.07 | 86.46 | 87.08 | 87.39 | 87.17 | 85.21 | 88.70 | 85.21 | 84.97 | 86.12 | 86.69 | 86.58 | 85.32 | 87.21 | 85.57 | 86.88 | 86.58 | 86.79 | 81.78 | 84.27 | 85.84 | 86.29 | 83.36 | 84.26 |
| 123 | 372 | 96 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 84.07 | 85.25 | 86.42 | 85.35 | 86.14 | 88.83 | 86.45 | 84.40 | 86.60 | 87.10 | 86.79 | 86.81 | 88.67 | 87.80 | 86.54 | 86.83 | 86.30 | 86.39 | 87.02 | 86.93 | 84.51 | 84.13 | 83.52 | 83.54 | 85.47 | 86.60 |
| 124 | 372 | 104 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 84.06 | 86.54 | 83.49 | 83.91 | 83.76 | 86.69 | 86.31 | 85.55 | 86.67 | 85.50 | 84.75 | 85.91 | 84.74 | 84.71 | 83.57 | 86.38 | 84.37 | 85.22 | 85.81 | 86.61 | 82.44 | 82.19 | 84.73 | 86.25 | 87.43 | 81.53 |
| 125 | 372 | 104 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 84.57 | 85.46 | 85.99 | 84.90 | 86.29 | 86.22 | 86.64 | 86.33 | 86.90 | 85.51 | 86.58 | 87.60 | 86.14 | 87.37 | 86.66 | 85.31 | 86.65 | 86.63 | 88.15 | 87.09 | 84.90 | 84.28 | 86.64 | 84.95 | 85.42 | 85.83 |
| 126 | 372 | 104 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 84.26 | 83.98 | 85.09 | 85.78 | 85.56 | 86.64 | 85.98 | 83.72 | 86.33 | 87.19 | 87.77 | 87.72 | 85.28 | 84.68 | 86.08 | 87.37 | 84.62 | 86.48 | 86.77 | 86.76 | 83.89 | 82.56 | 83.88 | 84.85 | 83.65 | 84.62 |
| 127 | 372 | 104 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 84.91 | 86.91 | 84.86 | 88.62 | 86.34 | 85.39 | 86.37 | 86.31 | 86.74 | 86.32 | 86.53 | 86.68 | 86.70 | 86.77 | 86.95 | 86.78 | 85.71 | 86.80 | 85.36 | 86.34 | 87.36 | 83.74 | 86.95 | 83.83 | 86.41 | 81.75 |
| 128 | 372 | 96 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 84.29 | 84.77 | 84.48 | 85.06 | 85.31 | 86.14 | 85.78 | 84.54 | 86.86 | 85.62 | 85.96 | 86.30 | 85.72 | 86.49 | 85.77 | 84.82 | 85.48 | 87.72 | 85.93 | 87.97 | 85.51 | 83.23 | 84.08 | 84.54 | 86.29 | 82.85 |
| 129 | 372 | 96 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 85.31 | 85.54 | 83.16 | 87.98 | 86.90 | 86.10 | 88.15 | 87.33 | 86.63 | 86.81 | 86.83 | 85.47 | 86.36 | 87.80 | 86.76 | 86.90 | 86.46 | 86.49 | 86.80 | 85.70 | 83.78 | 81.85 | 86.24 | 82.84 | 84.18 | 84.30 |
| 130 | 372 | 96 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 83.64 | 85.62 | 87.89 | 87.44 | 83.77 | 86.44 | 86.58 | 85.61 | 84.93 | 86.57 | 87.59 | 87.57 | 85.95 | 86.65 | 84.91 | 84.45 | 87.34 | 86.57 | 85.65 | 88.01 | 83.43 | 83.66 | 84.76 | 85.21 | 84.32 | 84.57 |
| 131 | 372 | 96 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 86.35 | 85.94 | 87.41 | 86.66 | 85.25 | 86.94 | 86.43 | 84.27 | 87.64 | 85.71 | 85.46 | 85.93 | 88.55 | 86.44 | 88.62 | 86.65 | 86.82 | 86.43 | 87.16 | 87.54 | 84.51 | 82.64 | 86.77 | 86.49 | 85.73 | 85.62 |
| 132 | 372 | 104 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 86.35 | 83.16 | 84.19 | 84.34 | 83.84 | 87.22 | 84.72 | 85.76 | 84.97 | 85.41 | 87.24 | 84.88 | 83.38 | 85.31 | 83.45 | 86.51 | 85.53 | 86.12 | 87.81 | 86.93 | 84.15 | 82.14 | 84.61 | 83.46 | 84.22 | 83.14 |
| 133 | 372 | 104 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 85.79 | 86.28 | 84.40 | 87.40 | 86.51 | 86.18 | 87.67 | 87.47 | 88.14 | 87.66 | 87.34 | 86.40 | 87.25 | 88.47 | 85.39 | 87.73 | 85.93 | 87.21 | 84.60 | 87.16 | 83.33 | 85.29 | 87.21 | 81.61 | 86.57 | 85.34 |
| 134 | 372 | 104 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 84.75 | 85.64 | 87.06 | 87.25 | 86.74 | 87.74 | 86.40 | 86.96 | 87.27 | 86.44 | 86.38 | 88.79 | 87.22 | 84.81 | 86.61 | 85.82 | 85.10 | 87.55 | 89.27 | 87.25 | 86.69 | 84.81 | 84.08 | 86.17 | 84.60 | 87.38 |
| 135 | 372 | 104 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 86.90 | 86.85 | 85.86 | 86.50 | 86.99 | 86.91 | 86.07 | 86.69 | 86.00 | 86.83 | 86.79 | 85.09 | 86.23 | 84.81 | 85.86 | 88.46 | 86.01 | 86.76 | 86.39 | 87.88 | 86.67 | 85.18 | 86.87 | 86.48 | 85.56 | 83.76 |
| 136 | 372 | 96 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 86.21 | 85.02 | 85.33 | 86.45 | 85.43 | 84.65 | 86.11 | 86.09 | 87.26 | 84.59 | 86.77 | 86.42 | 85.98 | 85.82 | 84.85 | 84.49 | 85.76 | 85.47 | 86.81 | 86.07 | 83.80 | 83.22 | 84.29 | 82.94 | 85.38 | 82.03 |
| 137 | 372 | 96 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 85.56 | 85.52 | 85.43 | 86.40 | 85.26 | 87.30 | 85.77 | 85.95 | 88.32 | 84.70 | 86.23 | 86.42 | 84.57 | 86.48 | 84.76 | 85.90 | 84.79 | 87.89 | 87.47 | 87.06 | 85.24 | 84.46 | 84.83 | 84.61 | 86.33 | 85.58 |
| 138 | 372 | 96 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.18 | 86.98 | 84.78 | 86.01 | 85.96 | 87.83 | 89.07 | 86.99 | 84.99 | 87.07 | 88.16 | 85.23 | 85.20 | 83.87 | 87.47 | 87.29 | 87.36 | 87.89 | 86.69 | 85.30 | 84.95 | 84.50 | 82.90 | 87.15 | 85.89 | 88.43 |
| 139 | 372 | 96 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 85.85 | 87.49 | 84.42 | 85.05 | 85.18 | 86.77 | 87.21 | 87.38 | 88.44 | 86.38 | 85.29 | 86.99 | 86.96 | 85.01 | 87.65 | 86.09 | 86.10 | 85.54 | 85.43 | 86.91 | 84.17 | 84.56 | 86.29 | 85.07 | 84.06 | 84.65 |
| 140 | 372 | 104 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 82.54 | 84.73 | 85.14 | 84.05 | 83.77 | 87.19 | 84.58 | 87.35 | 85.58 | 85.89 | 86.45 | 86.44 | 85.64 | 85.50 | 86.31 | 85.45 | 87.35 | 85.67 | 85.98 | 87.73 | 84.59 | 84.05 | 84.17 | 83.35 | 83.39 | 85.51 |
| 141 | 372 | 104 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 86.21 | 87.09 | 84.53 | 86.06 | 86.12 | 86.06 | 87.06 | 87.14 | 88.38 | 86.34 | 84.69 | 85.23 | 87.13 | 87.55 | 84.67 | 87.05 | 87.92 | 87.88 | 85.56 | 88.04 | 85.41 | 85.07 | 85.86 | 84.17 | 84.98 | 83.65 |
| 142 | 372 | 104 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.24 | 85.82 | 89.77 | 84.88 | 87.59 | 85.33 | 86.65 | 87.15 | 86.36 | 86.99 | 86.52 | 87.56 | 87.12 | 86.30 | 86.83 | 88.06 | 87.81 | 85.57 | 87.46 | 87.28 | 82.83 | 84.04 | 85.61 | 87.01 | 86.44 | 85.38 |
| 143 | 372 | 104 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 85.12 | 85.68 | 86.00 | 86.54 | 86.69 | 86.83 | 86.57 | 85.88 | 88.39 | 86.38 | 86.16 | 86.42 | 86.83 | 84.44 | 86.57 | 86.88 | 86.25 | 88.05 | 86.35 | 85.46 | 84.19 | 84.11 | 84.52 | 83.26 | 84.45 | 83.12 |
| 144 | 372 | 96 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.75 | 87.27 | 87.64 | 86.42 | 84.71 | 88.10 | 86.96 | 86.68 | 87.25 | 86.20 | 87.90 | 88.44 | 87.59 | 87.23 | 88.25 | 88.56 | 85.72 | 87.66 | 88.16 | 87.77 | 87.39 | 83.69 | 86.43 | 84.94 | 86.83 | 85.05 |
| 145 | 372 | 96 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.86 | 86.70 | 87.65 | 85.71 | 86.13 | 88.33 | 87.73 | 85.64 | 85.70 | 87.36 | 87.66 | 87.17 | 88.68 | 89.18 | 85.67 | 87.48 | 87.11 | 88.70 | 88.28 | 89.69 | 87.01 | 84.65 | 85.87 | 88.20 | 86.26 | 84.83 |
| 146 | 372 | 96 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.86 | 88.70 | 86.91 | 87.37 | 87.18 | 88.75 | 89.15 | 86.07 | 88.34 | 87.60 | 87.96 | 86.75 | 88.51 | 87.45 | 86.16 | 88.50 | 88.06 | 86.61 | 87.99 | 87.89 | 87.08 | 84.50 | 88.12 | 88.14 | 85.70 | 87.80 |
| 147 | 372 | 96 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.11 | 87.20 | 87.24 | 88.20 | 86.01 | 88.98 | 88.52 | 87.32 | 88.07 | 87.64 | 86.29 | 87.82 | 87.72 | 86.89 | 86.00 | 87.39 | 87.48 | 87.20 | 87.51 | 87.91 | 87.91 | 87.28 | 88.28 | 85.33 | 86.85 | 85.96 |
| 148 | 372 | 104 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.51 | 86.65 | 87.01 | 85.92 | 88.89 | 87.26 | 87.60 | 86.80 | 87.33 | 87.59 | 87.04 | 89.06 | 87.10 | 86.51 | 86.61 | 88.39 | 87.79 | 88.37 | 87.09 | 88.16 | 86.90 | 87.02 | 85.68 | 87.43 | 86.61 | 86.64 |
| 149 | 372 | 104 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 85.18 | 87.74 | 87.36 | 86.19 | 85.17 | 88.67 | 87.89 | 87.30 | 87.69 | 87.21 | 88.58 | 88.69 | 88.42 | 87.45 | 87.14 | 89.92 | 87.61 | 88.02 | 88.00 | 85.77 | 86.57 | 85.08 | 87.23 | 83.87 | 85.46 | 86.13 |
| 150 | 372 | 104 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.04 | 86.19 | 87.19 | 88.28 | 86.14 | 86.08 | 86.76 | 87.16 | 87.64 | 86.87 | 88.92 | 88.43 | 87.06 | 86.47 | 88.55 | 88.29 | 87.71 | 87.24 | 88.66 | 89.03 | 86.63 | 87.21 | 87.97 | 86.41 | 86.56 | 84.19 |
| 151 | 372 | 104 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.74 | 87.04 | 86.43 | 85.73 | 86.72 | 89.11 | 88.60 | 88.30 | 87.60 | 89.85 | 88.44 | 87.76 | 87.94 | 88.20 | 86.42 | 87.55 | 89.23 | 89.59 | 88.37 | 88.63 | 86.61 | 85.40 | 89.01 | 84.87 | 87.92 | 86.93 |
| 152 | 372 | 96 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 85.68 | 86.49 | 86.57 | 87.25 | 88.19 | 87.29 | 85.76 | 86.70 | 86.63 | 86.34 | 86.79 | 87.62 | 87.40 | 85.81 | 87.28 | 87.58 | 86.41 | 87.46 | 87.26 | 87.14 | 84.77 | 83.44 | 88.24 | 84.63 | 86.24 | 84.78 |
| 153 | 372 | 96 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 85.78 | 86.41 | 87.70 | 86.84 | 86.33 | 88.12 | 87.99 | 87.92 | 88.69 | 87.31 | 85.47 | 88.47 | 87.64 | 86.82 | 87.47 | 87.53 | 87.65 | 88.71 | 85.58 | 88.51 | 88.52 | 85.59 | 87.15 | 85.52 | 88.89 | 87.20 |
| 154 | 372 | 96 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.05 | 86.21 | 87.56 | 87.42 | 86.81 | 87.68 | 88.15 | 88.68 | 87.64 | 87.51 | 87.41 | 87.54 | 88.25 | 87.26 | 88.16 | 88.22 | 87.24 | 88.41 | 87.96 | 85.84 | 87.22 | 84.03 | 85.93 | 85.12 | 86.97 | 87.70 |
| 155 | 372 | 96 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.06 | 88.04 | 88.80 | 85.13 | 85.44 | 85.67 | 86.78 | 88.21 | 87.89 | 87.43 | 88.11 | 88.79 | 88.40 | 86.72 | 87.05 | 88.11 | 87.35 | 86.58 | 88.09 | 87.49 | 87.21 | 85.14 | 87.02 | 84.93 | 85.78 | 88.49 |
| 156 | 372 | 104 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.71 | 86.29 | 89.01 | 85.78 | 86.58 | 86.99 | 86.33 | 87.85 | 87.59 | 88.20 | 88.07 | 89.18 | 87.21 | 87.83 | 88.46 | 89.38 | 87.06 | 88.91 | 88.26 | 87.91 | 86.21 | 85.34 | 86.83 | 86.31 | 87.46 | 88.36 |
| 157 | 372 | 104 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 85.93 | 87.66 | 86.63 | 86.75 | 88.49 | 87.19 | 86.86 | 86.86 | 86.87 | 86.85 | 89.07 | 89.27 | 87.37 | 86.88 | 85.77 | 89.18 | 88.42 | 87.15 | 87.87 | 87.28 | 85.56 | 85.46 | 84.66 | 84.99 | 87.45 | 87.98 |
| 158 | 372 | 104 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 85.39 | 86.46 | 87.31 | 85.72 | 87.95 | 88.08 | 86.50 | 87.05 | 87.10 | 86.21 | 89.70 | 88.46 | 87.54 | 86.63 | 84.64 | 88.44 | 85.03 | 87.81 | 87.88 | 89.20 | 87.46 | 86.78 | 85.54 | 85.07 | 86.46 | 86.34 |
| 159 | 372 | 104 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.12 | 87.66 | 85.91 | 85.77 | 87.06 | 88.39 | 87.80 | 87.85 | 87.32 | 86.86 | 88.49 | 89.03 | 87.00 | 88.51 | 87.04 | 87.60 | 89.67 | 87.07 | 88.51 | 88.73 | 87.21 | 85.83 | 88.07 | 86.66 | 86.18 | 85.81 |
| 160 | 372 | 96 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 85.13 | 86.57 | 86.53 | 86.54 | 87.09 | 88.34 | 87.22 | 86.82 | 87.32 | 88.09 | 88.98 | 87.94 | 89.62 | 88.16 | 86.25 | 87.92 | 86.83 | 88.58 | 88.35 | 87.89 | 83.93 | 87.36 | 85.53 | 86.85 | 86.87 | 86.41 |
| 161 | 372 | 96 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.41 | 87.54 | 86.26 | 86.79 | 86.89 | 87.64 | 87.15 | 86.78 | 86.56 | 86.83 | 88.04 | 87.08 | 89.20 | 86.90 | 87.60 | 87.09 | 87.11 | 86.33 | 87.02 | 86.88 | 86.00 | 84.90 | 88.27 | 84.61 | 85.81 | 85.00 |
| 162 | 372 | 96 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 85.96 | 85.66 | 86.12 | 88.21 | 86.42 | 87.13 | 87.68 | 86.88 | 87.87 | 86.54 | 87.92 | 87.32 | 87.26 | 86.75 | 85.51 | 88.59 | 88.17 | 89.32 | 86.43 | 87.67 | 85.85 | 87.07 | 87.89 | 83.38 | 86.87 | 87.06 |
| 163 | 372 | 96 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.34 | 87.89 | 87.59 | 89.14 | 87.05 | 87.06 | 85.84 | 88.23 | 87.96 | 87.16 | 87.70 | 88.38 | 87.48 | 86.73 | 87.66 | 88.11 | 86.98 | 88.74 | 87.88 | 86.54 | 85.93 | 86.43 | 83.93 | 85.28 | 86.52 | 86.44 |
| 164 | 372 | 104 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.02 | 86.53 | 86.32 | 86.65 | 87.08 | 86.40 | 87.30 | 87.41 | 86.19 | 87.92 | 87.31 | 87.67 | 86.15 | 86.90 | 88.30 | 86.18 | 87.84 | 87.91 | 88.03 | 88.27 | 87.92 | 86.08 | 86.43 | 86.14 | 84.73 | 87.49 |
| 165 | 372 | 104 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.45 | 85.74 | 86.57 | 87.92 | 85.42 | 87.43 | 87.96 | 87.72 | 87.47 | 87.13 | 87.23 | 88.51 | 87.36 | 87.12 | 86.26 | 87.77 | 88.09 | 87.95 | 88.18 | 89.11 | 86.96 | 86.01 | 85.90 | 86.45 | 85.55 | 86.82 |
| 166 | 372 | 104 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.13 | 86.09 | 86.69 | 86.70 | 85.94 | 86.22 | 87.41 | 86.79 | 88.92 | 87.44 | 87.71 | 87.45 | 88.44 | 86.00 | 85.17 | 87.00 | 86.80 | 87.94 | 87.17 | 87.86 | 86.87 | 84.54 | 87.95 | 84.47 | 86.01 | 85.90 |
| 167 | 372 | 104 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.13 | 86.80 | 86.60 | 87.10 | 88.42 | 86.77 | 87.50 | 87.99 | 88.51 | 86.25 | 87.60 | 85.54 | 88.12 | 86.21 | 88.01 | 88.32 | 86.03 | 87.53 | 87.60 | 87.60 | 86.76 | 84.00 | 85.83 | 85.41 | 86.80 | 87.78 |
| 168 | 372 | 96 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.36 | 87.23 | 86.75 | 87.78 | 88.21 | 88.82 | 87.44 | 87.43 | 86.59 | 88.14 | 87.79 | 86.71 | 88.48 | 88.74 | 86.87 | 87.67 | 88.32 | 87.82 | 89.00 | 87.34 | 87.45 | 84.43 | 86.94 | 86.57 | 85.75 | 85.81 |
| 169 | 372 | 96 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.82 | 87.10 | 86.52 | 87.14 | 87.33 | 88.47 | 88.43 | 87.62 | 87.40 | 88.00 | 88.06 | 88.63 | 88.03 | 86.34 | 86.10 | 88.58 | 87.51 | 88.25 | 89.07 | 88.10 | 88.97 | 87.62 | 87.73 | 86.58 | 87.48 | 84.67 |
| 170 | 372 | 96 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.91 | 86.49 | 86.42 | 86.79 | 87.79 | 88.55 | 88.23 | 87.42 | 87.96 | 87.45 | 88.61 | 88.16 | 89.35 | 87.59 | 86.32 | 88.16 | 86.22 | 87.64 | 87.45 | 88.11 | 86.87 | 86.77 | 88.23 | 87.16 | 87.58 | 85.98 |
| 171 | 372 | 96 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 85.58 | 86.73 | 87.16 | 86.40 | 88.10 | 88.66 | 86.23 | 87.19 | 86.76 | 87.41 | 88.13 | 87.39 | 87.44 | 88.48 | 87.36 | 89.21 | 86.33 | 86.11 | 88.06 | 88.31 | 85.97 | 87.38 | 87.11 | 85.77 | 84.98 | 86.38 |
| 172 | 372 | 104 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.99 | 86.71 | 86.04 | 86.25 | 87.62 | 87.55 | 88.08 | 86.50 | 88.21 | 86.07 | 86.92 | 87.28 | 87.28 | 87.74 | 86.86 | 87.48 | 87.74 | 87.69 | 87.87 | 87.21 | 87.45 | 87.82 | 86.12 | 85.12 | 87.43 | 86.57 |
| 173 | 372 | 104 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.22 | 86.37 | 85.96 | 86.54 | 88.05 | 88.20 | 87.60 | 86.79 | 87.31 | 87.28 | 88.12 | 88.52 | 89.19 | 86.27 | 86.57 | 88.21 | 86.61 | 87.80 | 88.42 | 86.83 | 87.89 | 85.02 | 88.63 | 86.81 | 86.40 | 85.19 |
| 174 | 372 | 104 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.19 | 86.38 | 88.21 | 87.55 | 87.24 | 86.24 | 85.88 | 87.43 | 88.36 | 86.56 | 88.23 | 87.97 | 89.05 | 87.46 | 88.00 | 88.22 | 87.69 | 87.02 | 87.29 | 89.33 | 85.56 | 84.45 | 88.51 | 88.26 | 87.50 | 85.45 |
| 175 | 372 | 104 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 86.52 | 87.34 | 87.30 | 87.08 | 86.61 | 87.70 | 87.76 | 86.39 | 87.25 | 85.95 | 85.90 | 88.69 | 88.33 | 89.02 | 87.08 | 87.70 | 86.79 | 87.84 | 88.16 | 89.80 | 88.32 | 85.67 | 85.88 | 85.90 | 87.44 | 86.48 |
| 176 | 372 | 96 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.42 | 86.66 | 85.95 | 87.65 | 86.58 | 87.19 | 85.48 | 87.15 | 86.64 | 87.52 | 88.99 | 87.58 | 87.57 | 87.45 | 87.25 | 88.02 | 86.99 | 89.01 | 88.67 | 88.56 | 85.51 | 85.24 | 88.29 | 84.09 | 87.31 | 86.09 |
| 177 | 372 | 96 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.81 | 86.77 | 86.95 | 87.09 | 85.18 | 87.79 | 86.80 | 88.65 | 88.59 | 86.84 | 88.24 | 87.93 | 89.72 | 87.89 | 86.88 | 87.46 | 87.81 | 89.70 | 86.82 | 88.78 | 85.08 | 85.43 | 87.93 | 84.91 | 87.59 | 87.55 |
| 178 | 372 | 96 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.58 | 86.96 | 87.71 | 86.32 | 89.07 | 86.92 | 87.07 | 87.58 | 88.22 | 85.82 | 88.15 | 87.94 | 86.05 | 88.64 | 87.63 | 86.98 | 88.07 | 88.79 | 87.98 | 88.33 | 87.43 | 87.08 | 89.36 | 86.30 | 85.81 | 86.69 |
| 179 | 372 | 96 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 85.41 | 86.31 | 87.55 | 87.80 | 86.74 | 88.44 | 86.46 | 87.52 | 88.47 | 87.09 | 88.96 | 88.78 | 88.98 | 87.37 | 85.41 | 88.88 | 86.87 | 87.36 | 87.67 | 89.02 | 86.41 | 86.83 | 84.69 | 85.60 | 87.34 | 87.04 |
| 180 | 372 | 104 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.37 | 88.13 | 87.04 | 87.77 | 86.28 | 87.15 | 87.11 | 87.58 | 86.70 | 87.92 | 87.75 | 87.61 | 89.77 | 88.07 | 85.85 | 88.25 | 88.34 | 88.89 | 86.12 | 87.83 | 85.89 | 88.28 | 88.14 | 85.43 | 85.41 | 87.61 |
| 181 | 372 | 104 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.37 | 87.20 | 86.45 | 87.40 | 86.65 | 89.07 | 86.36 | 87.13 | 88.49 | 88.10 | 88.25 | 88.36 | 88.77 | 87.08 | 88.28 | 87.73 | 87.21 | 85.74 | 88.13 | 88.87 | 87.68 | 86.48 | 89.97 | 85.04 | 88.39 | 86.81 |
| 182 | 372 | 104 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 85.09 | 87.63 | 86.54 | 86.39 | 84.99 | 86.93 | 86.71 | 87.06 | 86.94 | 86.79 | 88.74 | 87.27 | 88.65 | 87.02 | 84.95 | 86.45 | 87.31 | 87.56 | 88.24 | 88.39 | 84.94 | 86.93 | 88.48 | 85.68 | 86.19 | 85.35 |
| 183 | 372 | 104 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 86.51 | 86.56 | 86.34 | 87.31 | 87.48 | 86.33 | 87.63 | 87.85 | 88.72 | 87.50 | 87.78 | 87.98 | 87.48 | 88.34 | 85.94 | 88.42 | 88.11 | 87.99 | 87.90 | 87.84 | 86.64 | 84.53 | 88.36 | 85.41 | 86.27 | 84.92 |
| 184 | 372 | 96 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.39 | 86.77 | 87.01 | 87.03 | 88.47 | 87.39 | 86.72 | 88.06 | 87.52 | 87.44 | 87.70 | 86.20 | 88.91 | 87.95 | 86.41 | 88.79 | 87.54 | 88.21 | 87.91 | 87.78 | 84.95 | 85.65 | 87.21 | 86.67 | 86.27 | 86.10 |
| 185 | 372 | 96 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.66 | 86.22 | 86.32 | 86.09 | 86.81 | 87.30 | 85.46 | 87.82 | 87.81 | 87.25 | 84.87 | 87.30 | 87.04 | 86.28 | 85.37 | 86.84 | 88.39 | 89.07 | 88.24 | 88.24 | 85.88 | 85.45 | 85.26 | 83.91 | 86.10 | 87.25 |
| 186 | 372 | 96 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 85.23 | 87.62 | 87.64 | 86.99 | 87.58 | 87.82 | 86.95 | 87.35 | 88.21 | 86.60 | 87.14 | 87.63 | 87.85 | 87.12 | 84.74 | 85.97 | 87.33 | 88.71 | 85.90 | 86.98 | 85.71 | 87.04 | 85.69 | 84.65 | 86.53 | 87.50 |
| 187 | 372 | 96 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.21 | 86.81 | 87.92 | 88.75 | 86.84 | 87.69 | 86.88 | 88.16 | 88.35 | 86.30 | 88.10 | 86.25 | 88.57 | 87.24 | 86.42 | 87.89 | 89.04 | 88.03 | 88.22 | 86.97 | 86.00 | 84.95 | 86.24 | 84.78 | 87.62 | 84.54 |
| 188 | 372 | 104 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 84.67 | 87.52 | 86.03 | 87.04 | 86.50 | 86.56 | 87.26 | 86.42 | 84.86 | 88.11 | 86.91 | 87.45 | 87.12 | 88.55 | 85.79 | 88.37 | 85.61 | 87.81 | 89.13 | 88.29 | 83.03 | 87.64 | 87.18 | 85.36 | 86.23 | 86.81 |
| 189 | 372 | 104 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 85.61 | 86.13 | 88.19 | 86.66 | 87.48 | 87.37 | 87.68 | 88.57 | 87.46 | 87.42 | 88.92 | 88.86 | 88.75 | 87.08 | 87.36 | 88.40 | 87.11 | 89.12 | 86.08 | 88.00 | 86.61 | 86.02 | 88.37 | 85.98 | 86.46 | 85.17 |
| 190 | 372 | 104 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.43 | 87.74 | 87.92 | 87.16 | 87.34 | 86.73 | 86.83 | 88.72 | 86.60 | 86.57 | 88.76 | 87.10 | 86.07 | 88.66 | 87.28 | 88.05 | 87.21 | 86.14 | 86.45 | 87.88 | 86.72 | 85.93 | 89.03 | 86.73 | 87.23 | 88.25 |
| 191 | 372 | 104 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.43 | 86.17 | 87.44 | 87.13 | 88.20 | 89.01 | 85.99 | 86.15 | 86.61 | 86.84 | 87.98 | 87.20 | 87.95 | 86.33 | 88.19 | 89.09 | 87.18 | 89.40 | 88.34 | 88.46 | 85.11 | 85.71 | 87.40 | 86.99 | 86.56 | 86.80 |
| 192 | 372 | 96 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 85.95 | 87.30 | 86.36 | 87.24 | 87.11 | 86.63 | 87.57 | 87.22 | 87.28 | 87.49 | 88.19 | 86.43 | 88.14 | 87.04 | 88.03 | 86.99 | 86.95 | 88.03 | 87.50 | 88.54 | 86.86 | 86.43 | 88.12 | 87.22 | 85.84 | 86.12 |
| 193 | 372 | 96 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 86.94 | 87.93 | 87.00 | 87.08 | 87.30 | 87.49 | 87.27 | 88.21 | 88.30 | 88.24 | 87.72 | 86.88 | 88.83 | 87.68 | 88.40 | 88.26 | 86.45 | 88.85 | 88.46 | 88.74 | 84.63 | 85.91 | 88.63 | 84.57 | 85.71 | 86.07 |
| 194 | 372 | 96 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 87.87 | 86.57 | 85.61 | 86.73 | 87.01 | 87.58 | 87.19 | 87.80 | 88.08 | 88.52 | 87.19 | 87.88 | 86.83 | 88.87 | 86.22 | 86.30 | 86.69 | 87.04 | 87.84 | 87.63 | 87.05 | 86.75 | 86.94 | 84.97 | 88.52 | 86.25 |
| 195 | 372 | 96 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 86.56 | 87.78 | 87.58 | 86.33 | 88.24 | 87.64 | 86.78 | 87.77 | 87.79 | 88.43 | 88.47 | 88.36 | 88.44 | 87.43 | 86.69 | 89.02 | 87.30 | 88.17 | 87.97 | 88.87 | 86.29 | 86.55 | 86.15 | 85.98 | 86.76 | 87.05 |
| 196 | 372 | 104 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 86.65 | 86.19 | 87.42 | 86.59 | 87.10 | 87.61 | 88.53 | 87.16 | 89.40 | 86.21 | 88.72 | 87.53 | 87.26 | 87.05 | 87.83 | 88.10 | 88.86 | 88.72 | 88.18 | 88.59 | 88.25 | 84.59 | 88.78 | 85.99 | 87.38 | 85.47 |
| 197 | 372 | 104 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 84.72 | 88.04 | 86.32 | 87.27 | 85.23 | 89.57 | 86.74 | 89.12 | 88.36 | 87.09 | 87.11 | 87.37 | 89.56 | 87.21 | 86.82 | 88.03 | 87.93 | 88.07 | 88.41 | 88.78 | 86.02 | 85.32 | 87.59 | 87.47 | 86.35 | 87.42 |
| 198 | 372 | 104 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 86.58 | 87.83 | 85.77 | 86.34 | 85.84 | 87.78 | 87.18 | 88.69 | 86.94 | 88.68 | 88.38 | 88.53 | 89.13 | 87.02 | 87.17 | 88.09 | 87.80 | 88.48 | 87.65 | 88.96 | 86.82 | 86.93 | 89.72 | 85.48 | 86.68 | 86.89 |
| 199 | 372 | 104 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.72 | 88.79 | 88.36 | 86.07 | 88.93 | 88.45 | 88.12 | 87.96 | 88.42 | 86.93 | 86.90 | 86.13 | 86.70 | 86.19 | 87.07 | 88.60 | 86.92 | 88.33 | 89.31 | 88.76 | 87.43 | 85.85 | 88.62 | 84.85 | 86.12 | 85.15 |
| 200 | 372 | 96 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 86.64 | 87.20 | 86.23 | 85.81 | 86.97 | 87.29 | 88.75 | 87.21 | 87.39 | 87.41 | 88.24 | 88.50 | 88.51 | 86.86 | 86.01 | 88.59 | 87.03 | 89.21 | 87.85 | 87.58 | 88.89 | 87.91 | 86.61 | 84.32 | 87.18 | 87.14 |
| 201 | 372 | 96 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.41 | 87.32 | 87.49 | 85.95 | 87.06 | 88.48 | 88.11 | 87.01 | 86.56 | 85.25 | 87.27 | 88.38 | 88.91 | 86.32 | 87.22 | 89.28 | 86.77 | 88.72 | 88.26 | 87.04 | 84.51 | 85.41 | 87.28 | 85.10 | 86.93 | 86.66 |
| 202 | 372 | 96 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 86.70 | 87.57 | 86.32 | 87.50 | 85.65 | 87.18 | 86.51 | 88.32 | 87.02 | 87.51 | 87.99 | 88.22 | 87.20 | 86.39 | 86.76 | 88.26 | 89.29 | 87.96 | 87.90 | 88.63 | 88.16 | 87.42 | 87.52 | 84.71 | 84.60 | 87.83 |
| 203 | 372 | 96 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 86.12 | 86.97 | 85.95 | 86.60 | 87.77 | 88.31 | 86.07 | 87.69 | 86.61 | 88.91 | 88.24 | 87.22 | 87.23 | 87.01 | 86.15 | 88.14 | 87.03 | 87.73 | 88.40 | 88.55 | 86.70 | 84.39 | 88.60 | 85.48 | 87.90 | 86.06 |
| 204 | 372 | 104 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 87.67 | 87.38 | 86.77 | 88.12 | 86.16 | 87.82 | 87.34 | 87.70 | 87.94 | 89.14 | 86.28 | 86.02 | 87.53 | 85.99 | 87.47 | 87.71 | 87.38 | 88.63 | 88.34 | 87.91 | 85.31 | 86.49 | 88.20 | 86.34 | 85.69 | 86.31 |
| 205 | 372 | 104 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 86.54 | 86.06 | 87.78 | 85.57 | 87.26 | 88.18 | 88.84 | 88.30 | 87.32 | 86.24 | 87.34 | 86.54 | 89.06 | 87.35 | 85.61 | 87.72 | 85.66 | 88.52 | 88.42 | 88.28 | 86.01 | 85.93 | 87.71 | 83.91 | 88.00 | 86.11 |
| 206 | 372 | 104 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 87.98 | 87.04 | 86.96 | 87.94 | 87.10 | 87.36 | 87.61 | 87.32 | 87.97 | 87.33 | 87.70 | 88.51 | 90.03 | 88.46 | 87.49 | 87.42 | 86.68 | 88.26 | 87.30 | 88.42 | 86.75 | 86.10 | 88.45 | 84.85 | 87.64 | 84.69 |
| 207 | 372 | 104 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.96 | 88.29 | 86.37 | 87.52 | 87.26 | 88.68 | 88.28 | 88.18 | 86.70 | 87.28 | 87.62 | 88.42 | 87.14 | 87.04 | 86.09 | 88.43 | 87.47 | 88.95 | 87.73 | 88.53 | 86.03 | 86.83 | 88.56 | 85.59 | 85.49 | 85.78 |
| 208 | 372 | 96 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 86.39 | 87.25 | 87.85 | 87.21 | 87.70 | 89.05 | 85.63 | 86.82 | 87.17 | 87.03 | 89.04 | 88.07 | 86.32 | 87.65 | 86.21 | 87.92 | 86.76 | 87.65 | 88.13 | 86.86 | 87.10 | 85.30 | 87.71 | 86.18 | 86.80 | 87.67 |
| 209 | 372 | 96 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 85.81 | 88.15 | 87.68 | 85.36 | 88.63 | 86.70 | 87.96 | 86.81 | 88.66 | 87.29 | 87.39 | 86.91 | 87.24 | 85.77 | 86.43 | 88.25 | 86.41 | 88.29 | 86.95 | 86.09 | 86.81 | 85.91 | 86.06 | 85.95 | 87.18 | 87.56 |
| 210 | 372 | 96 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 85.67 | 85.75 | 86.58 | 87.34 | 84.76 | 88.57 | 87.34 | 88.13 | 85.71 | 89.00 | 86.95 | 88.82 | 87.80 | 86.62 | 86.49 | 88.54 | 86.89 | 88.61 | 86.34 | 89.01 | 83.73 | 86.11 | 83.66 | 87.05 | 86.25 | 86.75 |
| 211 | 372 | 96 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 86.78 | 87.07 | 87.56 | 86.81 | 86.98 | 87.67 | 86.57 | 86.50 | 85.67 | 87.27 | 87.69 | 88.44 | 87.45 | 86.00 | 86.53 | 88.77 | 86.37 | 88.19 | 88.03 | 88.86 | 85.78 | 85.50 | 87.64 | 85.92 | 87.49 | 87.68 |
| 212 | 372 | 104 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.94 | 87.54 | 85.96 | 87.68 | 87.37 | 87.83 | 87.08 | 86.55 | 86.93 | 86.65 | 89.15 | 88.05 | 87.93 | 88.38 | 87.03 | 88.40 | 87.32 | 87.18 | 87.18 | 87.53 | 87.14 | 87.23 | 85.21 | 85.11 | 87.20 | 85.56 |
| 213 | 372 | 104 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.44 | 86.42 | 86.15 | 86.44 | 88.02 | 86.05 | 86.91 | 87.39 | 86.55 | 87.21 | 88.81 | 87.11 | 88.78 | 86.56 | 86.86 | 88.00 | 87.59 | 87.36 | 87.45 | 87.32 | 86.30 | 84.44 | 86.50 | 85.72 | 87.45 | 85.26 |
| 214 | 372 | 104 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 86.91 | 86.71 | 87.81 | 85.96 | 86.03 | 86.94 | 87.55 | 88.94 | 86.33 | 86.50 | 88.09 | 88.08 | 88.00 | 88.26 | 86.97 | 86.73 | 87.57 | 88.11 | 87.79 | 89.42 | 84.73 | 86.57 | 87.36 | 84.60 | 85.17 | 86.75 |
| 215 | 372 | 104 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.03 | 87.92 | 85.86 | 85.92 | 87.02 | 87.42 | 86.38 | 87.33 | 86.78 | 86.44 | 87.15 | 88.15 | 87.84 | 86.40 | 86.89 | 87.06 | 87.10 | 87.20 | 88.88 | 87.13 | 85.88 | 86.35 | 86.66 | 85.69 | 86.44 | 85.03 |
| 216 | 372 | 96 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.78 | 87.16 | 86.73 | 86.86 | 87.73 | 87.69 | 86.24 | 87.03 | 87.15 | 88.38 | 87.48 | 86.55 | 88.25 | 88.31 | 88.87 | 87.66 | 86.46 | 88.93 | 88.62 | 86.51 | 88.29 | 86.04 | 87.96 | 85.89 | 87.47 | 85.49 |
| 217 | 372 | 96 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.42 | 87.10 | 86.63 | 87.87 | 87.32 | 87.40 | 87.86 | 88.12 | 87.83 | 87.21 | 87.62 | 88.03 | 89.40 | 89.40 | 87.43 | 88.18 | 86.81 | 87.66 | 88.57 | 88.49 | 87.66 | 87.04 | 88.99 | 86.22 | 89.87 | 86.02 |
| 218 | 372 | 96 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.78 | 87.39 | 85.85 | 87.10 | 88.23 | 87.85 | 87.30 | 87.66 | 87.89 | 86.94 | 88.73 | 87.05 | 88.15 | 87.90 | 87.61 | 89.63 | 88.94 | 88.27 | 88.74 | 89.12 | 86.40 | 84.33 | 87.99 | 86.68 | 85.42 | 85.61 |
| 219 | 372 | 96 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 84.88 | 88.06 | 87.11 | 87.81 | 86.73 | 87.18 | 87.48 | 87.78 | 86.88 | 88.72 | 87.55 | 87.28 | 87.97 | 87.65 | 88.64 | 87.57 | 88.01 | 88.25 | 87.43 | 88.41 | 86.39 | 87.02 | 88.18 | 86.94 | 86.97 | 87.58 |
| 220 | 372 | 104 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 86.37 | 86.22 | 85.41 | 86.94 | 87.81 | 86.35 | 85.86 | 86.01 | 85.80 | 87.81 | 88.34 | 87.19 | 90.26 | 89.10 | 87.35 | 87.32 | 86.69 | 88.75 | 90.20 | 87.77 | 88.36 | 87.33 | 86.97 | 85.71 | 87.26 | 87.26 |
| 221 | 372 | 104 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.37 | 88.66 | 88.22 | 86.57 | 88.28 | 88.43 | 86.24 | 88.07 | 88.24 | 86.84 | 88.38 | 88.37 | 88.83 | 87.78 | 86.38 | 88.35 | 86.85 | 88.75 | 88.73 | 87.93 | 88.88 | 85.30 | 88.94 | 86.83 | 87.05 | 87.20 |
| 222 | 372 | 104 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.37 | 87.72 | 86.30 | 86.47 | 87.82 | 88.09 | 87.53 | 86.96 | 88.24 | 89.25 | 87.86 | 87.08 | 87.69 | 87.20 | 87.30 | 88.84 | 87.32 | 87.00 | 88.05 | 86.54 | 88.35 | 87.04 | 88.63 | 87.30 | 86.27 | 86.38 |
| 223 | 372 | 104 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.62 | 88.24 | 87.18 | 86.46 | 87.81 | 87.77 | 88.35 | 87.98 | 87.89 | 87.14 | 88.77 | 89.61 | 88.99 | 88.32 | 87.68 | 88.61 | 90.98 | 89.95 | 89.00 | 88.19 | 87.18 | 86.55 | 90.02 | 86.42 | 87.68 | 85.74 |
| 224 | 372 | 96 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 86.37 | 86.20 | 87.43 | 89.00 | 87.58 | 87.15 | 88.01 | 85.85 | 87.25 | 86.79 | 87.43 | 86.86 | 88.06 | 87.98 | 86.96 | 87.82 | 88.49 | 88.92 | 87.47 | 88.29 | 85.86 | 86.78 | 85.66 | 85.29 | 87.52 | 87.53 |
| 225 | 372 | 96 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 85.80 | 88.43 | 86.99 | 86.84 | 88.33 | 88.15 | 87.76 | 88.16 | 87.26 | 87.59 | 88.68 | 88.51 | 87.81 | 88.34 | 86.37 | 88.06 | 86.80 | 88.21 | 88.83 | 88.26 | 87.21 | 85.69 | 85.24 | 85.87 | 87.20 | 84.27 |
| 226 | 372 | 96 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.70 | 86.53 | 86.75 | 87.20 | 85.81 | 88.53 | 89.06 | 88.48 | 87.23 | 89.02 | 86.86 | 89.00 | 88.67 | 87.08 | 85.64 | 89.39 | 88.51 | 88.11 | 88.78 | 87.78 | 86.39 | 87.99 | 87.68 | 85.73 | 87.48 | 88.35 |
| 227 | 372 | 96 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.69 | 88.88 | 87.38 | 85.97 | 86.81 | 87.35 | 87.74 | 87.42 | 87.09 | 87.41 | 88.51 | 88.13 | 86.38 | 85.90 | 86.85 | 88.00 | 89.55 | 87.97 | 88.52 | 88.80 | 85.50 | 86.26 | 89.25 | 85.00 | 89.18 | 87.93 |
| 228 | 372 | 104 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.37 | 88.00 | 85.15 | 87.17 | 86.69 | 86.69 | 86.64 | 88.68 | 86.83 | 88.07 | 87.98 | 88.33 | 88.28 | 88.93 | 86.00 | 88.67 | 87.78 | 88.05 | 88.86 | 88.04 | 85.79 | 85.82 | 87.77 | 87.21 | 87.01 | 82.96 |
| 229 | 372 | 104 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.30 | 89.47 | 86.69 | 88.46 | 86.45 | 87.32 | 86.24 | 87.43 | 86.87 | 86.89 | 88.50 | 86.29 | 87.26 | 88.77 | 87.81 | 88.27 | 87.59 | 88.72 | 87.83 | 87.70 | 87.63 | 85.27 | 88.18 | 87.11 | 87.10 | 86.81 |
| 230 | 372 | 104 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.08 | 86.56 | 85.86 | 88.79 | 88.14 | 87.79 | 88.03 | 89.37 | 87.95 | 86.69 | 88.37 | 88.52 | 88.17 | 86.79 | 86.24 | 88.66 | 86.69 | 87.97 | 87.80 | 86.94 | 87.15 | 87.44 | 88.81 | 86.40 | 86.78 | 86.63 |
| 231 | 372 | 104 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.41 | 87.68 | 86.43 | 85.63 | 87.35 | 87.72 | 88.62 | 89.04 | 88.76 | 87.34 | 88.38 | 88.42 | 87.75 | 89.02 | 88.77 | 87.51 | 88.50 | 88.51 | 87.92 | 88.43 | 87.32 | 86.85 | 88.42 | 86.48 | 87.87 | 88.13 |
| 232 | 372 | 96 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.50 | 87.49 | 86.48 | 86.52 | 88.20 | 87.84 | 86.73 | 87.50 | 86.73 | 87.01 | 88.10 | 86.30 | 87.56 | 87.80 | 85.01 | 88.13 | 87.19 | 86.77 | 89.09 | 87.29 | 86.13 | 86.55 | 83.78 | 85.27 | 84.26 | 87.34 |
| 233 | 372 | 96 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.43 | 85.73 | 87.64 | 86.56 | 87.11 | 88.50 | 87.81 | 86.99 | 86.39 | 87.38 | 86.41 | 88.32 | 87.33 | 86.32 | 84.68 | 88.22 | 86.73 | 89.35 | 88.63 | 88.58 | 86.51 | 84.72 | 89.11 | 85.46 | 86.38 | 87.46 |
| 234 | 372 | 96 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.90 | 86.72 | 86.63 | 87.59 | 87.10 | 88.16 | 86.68 | 87.96 | 87.08 | 87.62 | 87.10 | 88.54 | 89.94 | 86.67 | 86.20 | 88.57 | 87.66 | 86.75 | 88.46 | 87.84 | 86.36 | 86.70 | 88.11 | 84.94 | 84.57 | 85.99 |
| 235 | 372 | 96 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.90 | 86.40 | 88.20 | 86.93 | 86.51 | 87.01 | 86.39 | 86.00 | 86.56 | 87.08 | 87.03 | 89.65 | 90.04 | 87.45 | 87.04 | 85.84 | 88.33 | 88.19 | 87.89 | 87.78 | 87.29 | 86.75 | 88.03 | 86.54 | 86.42 | 86.87 |
| 236 | 372 | 104 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.05 | 88.79 | 86.36 | 88.03 | 86.44 | 88.03 | 88.76 | 86.51 | 86.99 | 87.80 | 87.51 | 87.14 | 88.07 | 87.16 | 87.06 | 87.94 | 88.27 | 86.08 | 88.05 | 87.45 | 87.61 | 86.04 | 84.80 | 86.77 | 86.55 | 87.71 |
| 237 | 372 | 104 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 85.09 | 87.44 | 86.70 | 88.28 | 87.99 | 88.00 | 86.17 | 88.34 | 87.99 | 87.82 | 88.79 | 87.33 | 88.89 | 87.75 | 87.48 | 87.95 | 87.93 | 89.03 | 88.17 | 88.63 | 84.99 | 86.59 | 87.30 | 85.68 | 87.36 | 86.73 |
| 238 | 372 | 104 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.30 | 88.20 | 86.47 | 86.66 | 87.12 | 88.50 | 87.49 | 87.82 | 87.21 | 86.85 | 89.28 | 87.75 | 87.63 | 86.95 | 86.96 | 88.71 | 88.78 | 88.78 | 87.49 | 87.54 | 87.02 | 86.15 | 88.99 | 85.94 | 87.06 | 86.50 |
| 239 | 372 | 104 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.26 | 85.95 | 86.44 | 85.12 | 87.74 | 88.62 | 87.73 | 86.28 | 87.18 | 86.95 | 86.31 | 86.92 | 88.63 | 89.31 | 87.88 | 88.49 | 86.88 | 88.22 | 88.36 | 87.97 | 85.93 | 86.18 | 87.24 | 86.85 | 88.65 | 88.33 |
| 240 | 372 | 96 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.86 | 86.77 | 86.86 | 87.90 | 87.35 | 87.85 | 87.65 | 87.47 | 87.46 | 86.59 | 88.23 | 87.51 | 85.56 | 88.29 | 87.85 | 87.85 | 85.95 | 87.91 | 88.35 | 87.84 | 88.24 | 86.54 | 86.60 | 86.19 | 87.31 | 86.73 |
| 241 | 372 | 96 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.29 | 87.60 | 86.49 | 87.97 | 87.46 | 88.88 | 89.20 | 88.44 | 88.17 | 87.37 | 88.59 | 88.20 | 88.79 | 88.88 | 86.21 | 88.80 | 86.93 | 88.41 | 88.79 | 88.31 | 86.88 | 86.31 | 87.99 | 87.76 | 88.10 | 87.62 |
| 242 | 372 | 96 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.29 | 89.17 | 85.78 | 87.41 | 86.91 | 88.43 | 86.67 | 86.81 | 88.40 | 87.57 | 88.02 | 88.31 | 88.52 | 87.04 | 87.78 | 87.86 | 86.06 | 87.85 | 87.67 | 88.02 | 88.24 | 87.52 | 87.91 | 89.05 | 88.42 | 86.49 |
| 243 | 372 | 96 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.50 | 87.28 | 85.38 | 85.92 | 85.90 | 87.43 | 89.25 | 88.12 | 86.89 | 87.74 | 88.34 | 87.89 | 87.33 | 88.77 | 86.86 | 89.70 | 86.35 | 88.74 | 89.26 | 87.02 | 86.16 | 86.94 | 89.09 | 87.60 | 87.29 | 87.19 |
| 244 | 372 | 104 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.26 | 86.27 | 86.06 | 87.71 | 86.45 | 87.70 | 87.96 | 87.77 | 88.59 | 86.85 | 87.51 | 87.90 | 88.48 | 86.99 | 86.28 | 89.58 | 88.19 | 88.13 | 88.39 | 88.08 | 88.46 | 87.81 | 88.36 | 85.10 | 87.36 | 87.12 |
| 245 | 372 | 104 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.26 | 87.49 | 87.01 | 88.00 | 88.49 | 89.49 | 85.64 | 88.78 | 86.98 | 88.23 | 88.73 | 88.89 | 87.62 | 88.50 | 88.25 | 88.10 | 89.27 | 88.40 | 88.51 | 88.67 | 86.94 | 86.44 | 88.22 | 84.92 | 88.64 | 87.54 |
| 246 | 372 | 104 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.27 | 88.91 | 87.14 | 86.31 | 88.81 | 89.24 | 87.72 | 88.21 | 88.58 | 88.48 | 88.47 | 88.71 | 88.87 | 88.33 | 87.10 | 89.48 | 86.49 | 89.45 | 88.71 | 89.19 | 88.13 | 86.04 | 88.57 | 86.53 | 87.50 | 87.19 |
| 247 | 372 | 104 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.43 | 87.69 | 87.81 | 88.19 | 87.01 | 88.63 | 87.42 | 88.63 | 86.76 | 86.38 | 88.25 | 89.10 | 88.47 | 86.89 | 87.59 | 87.82 | 87.86 | 88.09 | 87.91 | 87.90 | 86.31 | 86.82 | 87.10 | 87.60 | 85.68 | 87.19 |
| 248 | 372 | 96 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 86.94 | 86.71 | 85.35 | 86.55 | 87.59 | 88.98 | 86.54 | 87.96 | 86.77 | 87.41 | 87.65 | 88.52 | 88.49 | 89.20 | 87.92 | 88.51 | 87.15 | 87.29 | 88.70 | 87.17 | 87.01 | 85.72 | 88.17 | 85.88 | 88.03 | 87.39 |
| 249 | 372 | 96 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.24 | 86.66 | 86.36 | 86.93 | 86.92 | 87.24 | 88.26 | 87.91 | 88.25 | 87.63 | 87.30 | 86.62 | 87.46 | 87.68 | 88.23 | 87.59 | 89.20 | 88.50 | 88.55 | 88.64 | 86.15 | 85.72 | 88.61 | 87.50 | 87.29 | 87.18 |
| 250 | 372 | 96 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.55 | 86.87 | 86.97 | 87.74 | 85.98 | 87.79 | 86.75 | 88.60 | 87.68 | 87.45 | 87.92 | 88.36 | 88.80 | 88.71 | 86.01 | 88.61 | 88.16 | 87.88 | 87.90 | 87.98 | 86.92 | 86.90 | 85.81 | 87.46 | 86.47 | 86.88 |
| 251 | 372 | 96 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 85.37 | 87.94 | 87.09 | 86.89 | 86.69 | 88.07 | 87.09 | 86.85 | 88.47 | 86.14 | 88.33 | 88.06 | 88.86 | 86.95 | 86.38 | 88.84 | 86.37 | 88.04 | 88.96 | 88.07 | 86.56 | 84.99 | 88.61 | 85.12 | 87.69 | 88.14 |
| 252 | 372 | 104 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 85.69 | 87.76 | 86.88 | 87.42 | 87.47 | 88.37 | 87.99 | 87.65 | 87.28 | 86.10 | 87.43 | 89.05 | 88.68 | 87.83 | 88.36 | 87.28 | 87.37 | 87.74 | 88.68 | 88.30 | 85.58 | 86.65 | 87.20 | 85.20 | 85.68 | 86.96 |
| 253 | 372 | 104 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.74 | 87.12 | 85.90 | 87.09 | 86.75 | 86.88 | 88.12 | 87.02 | 87.09 | 87.22 | 88.50 | 87.60 | 89.30 | 88.12 | 89.23 | 88.00 | 88.05 | 87.36 | 88.54 | 87.75 | 86.95 | 85.11 | 85.01 | 85.25 | 87.80 | 86.31 |
| 254 | 372 | 104 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.81 | 86.54 | 88.31 | 87.60 | 87.50 | 86.99 | 87.43 | 87.73 | 87.39 | 86.46 | 88.10 | 85.81 | 88.61 | 87.82 | 87.42 | 88.39 | 86.56 | 89.17 | 88.40 | 86.94 | 86.25 | 86.61 | 89.01 | 86.10 | 86.00 | 87.06 |
| 255 | 372 | 104 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 86.45 | 86.42 | 86.42 | 87.52 | 87.99 | 87.41 | 86.98 | 88.01 | 87.21 | 87.61 | 88.02 | 88.40 | 87.46 | 88.44 | 87.52 | 88.17 | 87.83 | 87.76 | 88.29 | 88.08 | 86.58 | 86.48 | 85.99 | 85.02 | 86.77 | 87.54 |
| 256 | 372 | 96 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 86.25 | 85.80 | 86.90 | 87.60 | 86.76 | 86.59 | 89.00 | 87.02 | 87.04 | 87.14 | 88.07 | 89.06 | 88.85 | 87.20 | 88.29 | 86.95 | 86.72 | 88.04 | 88.25 | 89.52 | 87.08 | 86.46 | 86.26 | 84.74 | 83.80 | 88.49 |
| 257 | 372 | 96 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.45 | 87.85 | 86.88 | 87.12 | 87.29 | 88.14 | 88.08 | 88.27 | 87.19 | 88.32 | 88.76 | 88.67 | 87.44 | 87.64 | 87.36 | 87.71 | 86.98 | 88.23 | 88.81 | 87.87 | 84.97 | 85.13 | 87.38 | 85.16 | 85.13 | 87.13 |
| 258 | 372 | 96 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.32 | 87.85 | 85.75 | 87.17 | 87.03 | 88.10 | 87.33 | 87.26 | 87.03 | 87.56 | 87.61 | 88.31 | 87.64 | 88.33 | 85.21 | 87.70 | 87.51 | 89.07 | 88.18 | 87.95 | 85.62 | 87.25 | 85.77 | 84.76 | 87.62 | 86.50 |
| 259 | 372 | 96 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.63 | 87.41 | 87.81 | 87.24 | 88.03 | 86.69 | 88.75 | 87.05 | 87.06 | 87.30 | 88.71 | 88.03 | 87.56 | 88.41 | 86.70 | 87.75 | 87.39 | 88.03 | 87.97 | 88.15 | 85.83 | 87.10 | 89.00 | 84.75 | 85.62 | 85.35 |
| 260 | 372 | 104 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 84.91 | 86.51 | 86.74 | 87.75 | 87.19 | 86.43 | 88.40 | 86.81 | 87.29 | 87.80 | 87.85 | 85.98 | 87.73 | 86.82 | 87.41 | 88.27 | 87.39 | 86.38 | 88.06 | 88.34 | 85.50 | 86.35 | 88.00 | 87.37 | 86.27 | 87.97 |
| 261 | 372 | 104 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.75 | 87.75 | 87.68 | 85.82 | 86.51 | 87.77 | 88.82 | 86.08 | 87.01 | 88.75 | 88.34 | 88.13 | 89.21 | 87.43 | 86.31 | 86.95 | 89.42 | 88.10 | 88.77 | 88.36 | 85.28 | 84.74 | 86.49 | 85.44 | 86.93 | 85.74 |
| 262 | 372 | 104 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.58 | 86.80 | 86.27 | 85.67 | 86.81 | 88.90 | 87.65 | 88.82 | 86.82 | 86.87 | 87.98 | 88.65 | 88.46 | 87.49 | 87.67 | 87.52 | 86.85 | 88.31 | 88.84 | 88.37 | 87.82 | 87.07 | 88.02 | 87.28 | 86.96 | 86.04 |
| 263 | 372 | 104 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 85.97 | 88.18 | 87.62 | 86.72 | 87.71 | 86.61 | 86.82 | 87.25 | 86.95 | 86.36 | 87.28 | 85.61 | 88.06 | 88.13 | 88.53 | 89.50 | 87.19 | 87.79 | 87.58 | 88.13 | 86.29 | 85.76 | 89.16 | 85.96 | 86.29 | 86.65 |
| 264 | 372 | 96 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.83 | 87.66 | 86.73 | 86.74 | 85.91 | 88.30 | 86.85 | 88.22 | 87.88 | 86.90 | 88.29 | 89.44 | 89.49 | 88.69 | 87.00 | 88.57 | 87.15 | 88.07 | 88.43 | 87.44 | 87.57 | 88.33 | 89.31 | 86.79 | 86.90 | 83.80 |
| 265 | 372 | 96 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.91 | 88.06 | 86.46 | 87.81 | 87.10 | 86.96 | 87.41 | 87.65 | 87.95 | 88.30 | 88.36 | 87.59 | 87.13 | 87.29 | 87.26 | 87.13 | 87.60 | 89.21 | 88.44 | 88.62 | 88.67 | 88.15 | 86.55 | 87.05 | 86.46 | 87.11 |
| 266 | 372 | 96 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 87.24 | 86.53 | 86.13 | 87.45 | 87.45 | 88.57 | 87.34 | 87.24 | 87.12 | 88.00 | 87.48 | 88.95 | 89.92 | 87.31 | 87.57 | 88.70 | 88.98 | 88.48 | 87.92 | 88.41 | 88.09 | 86.87 | 89.34 | 85.38 | 88.77 | 86.00 |
| 267 | 372 | 96 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 86.58 | 87.23 | 86.61 | 87.50 | 87.18 | 88.57 | 86.98 | 86.94 | 88.93 | 86.83 | 87.01 | 86.49 | 88.56 | 87.95 | 86.20 | 88.66 | 88.76 | 88.93 | 88.67 | 88.15 | 87.79 | 86.20 | 87.35 | 85.29 | 86.62 | 86.84 |
| 268 | 372 | 104 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 85.84 | 87.51 | 84.24 | 86.21 | 87.42 | 88.09 | 88.08 | 88.34 | 87.46 | 87.76 | 87.05 | 89.38 | 88.01 | 88.37 | 85.81 | 88.40 | 86.28 | 87.45 | 86.21 | 88.09 | 88.51 | 85.44 | 86.85 | 86.34 | 86.84 | 87.05 |
| 269 | 372 | 104 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 84.80 | 86.85 | 85.94 | 85.93 | 87.31 | 88.61 | 87.38 | 87.30 | 87.49 | 87.26 | 88.36 | 88.02 | 88.96 | 84.90 | 85.74 | 88.37 | 87.84 | 87.61 | 86.43 | 88.37 | 87.93 | 86.65 | 86.24 | 85.93 | 87.25 | 86.49 |
| 270 | 372 | 104 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 88.08 | 86.71 | 87.21 | 87.81 | 86.71 | 89.15 | 88.48 | 87.87 | 85.54 | 86.30 | 87.46 | 87.64 | 88.76 | 86.61 | 86.20 | 88.27 | 86.91 | 88.11 | 88.94 | 88.28 | 87.21 | 85.40 | 88.71 | 84.50 | 85.88 | 86.70 |
| 271 | 372 | 104 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 87.76 | 86.90 | 88.00 | 87.30 | 85.83 | 87.03 | 87.97 | 87.69 | 87.27 | 87.62 | 88.22 | 88.05 | 88.69 | 88.94 | 88.07 | 90.56 | 88.75 | 87.37 | 87.29 | 87.90 | 87.72 | 86.40 | 88.71 | 87.30 | 86.13 | 87.14 |
| 272 | 372 | 96 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 86.94 | 86.41 | 86.88 | 86.25 | 87.16 | 87.10 | 85.48 | 87.48 | 88.19 | 87.37 | 86.86 | 87.04 | 87.50 | 87.91 | 88.18 | 88.30 | 88.21 | 87.14 | 88.04 | 88.35 | 87.05 | 86.21 | 87.95 | 85.80 | 87.88 | 87.15 |
| 273 | 372 | 96 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 86.74 | 89.59 | 87.09 | 87.82 | 86.29 | 87.68 | 87.39 | 87.34 | 87.47 | 87.71 | 87.56 | 88.36 | 88.90 | 87.94 | 86.32 | 87.75 | 87.48 | 88.19 | 88.36 | 88.01 | 86.14 | 85.61 | 88.22 | 85.72 | 87.14 | 87.38 |
| 274 | 372 | 96 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 87.05 | 85.50 | 86.80 | 85.02 | 88.07 | 86.74 | 88.18 | 86.92 | 87.61 | 88.38 | 88.02 | 87.35 | 88.80 | 87.48 | 87.80 | 89.94 | 86.28 | 87.94 | 88.60 | 87.27 | 86.14 | 87.22 | 87.20 | 86.81 | 87.53 | 85.30 |
| 275 | 372 | 96 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.43 | 88.00 | 86.37 | 85.88 | 86.99 | 86.41 | 87.28 | 87.44 | 86.56 | 87.22 | 88.87 | 88.50 | 88.26 | 87.20 | 87.62 | 87.61 | 86.75 | 88.66 | 87.22 | 87.90 | 87.12 | 85.77 | 87.99 | 86.66 | 86.94 | 85.93 |
| 276 | 372 | 104 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 85.89 | 87.39 | 86.85 | 86.57 | 89.36 | 85.61 | 87.42 | 86.60 | 87.13 | 88.70 | 87.14 | 88.72 | 86.93 | 87.71 | 86.83 | 87.94 | 86.42 | 87.75 | 87.78 | 87.45 | 87.00 | 85.84 | 87.90 | 85.98 | 87.28 | 87.71 |
| 277 | 372 | 104 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 86.65 | 87.03 | 87.58 | 87.47 | 86.36 | 88.08 | 86.98 | 86.62 | 88.40 | 86.66 | 88.22 | 88.56 | 88.70 | 87.85 | 86.69 | 87.95 | 87.97 | 87.99 | 87.76 | 88.84 | 84.70 | 86.64 | 88.50 | 85.42 | 87.03 | 85.12 |
| 278 | 372 | 104 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.45 | 86.30 | 86.35 | 86.49 | 87.43 | 87.73 | 88.29 | 87.57 | 86.67 | 86.88 | 88.24 | 87.97 | 88.45 | 87.51 | 86.91 | 89.32 | 86.97 | 87.19 | 87.47 | 87.28 | 85.99 | 87.29 | 86.48 | 85.08 | 87.43 | 86.16 |
| 279 | 372 | 104 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 87.17 | 87.13 | 85.43 | 86.17 | 86.96 | 87.77 | 88.04 | 87.23 | 86.65 | 88.92 | 87.96 | 88.01 | 87.92 | 88.50 | 86.78 | 88.61 | 88.04 | 88.62 | 88.20 | 87.43 | 87.19 | 87.43 | 86.73 | 85.14 | 87.03 | 87.36 |
| 280 | 372 | 96 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 86.53 | 86.64 | 87.64 | 87.95 | 84.85 | 88.11 | 87.22 | 86.66 | 87.72 | 85.07 | 86.57 | 86.82 | 86.39 | 87.26 | 87.48 | 88.01 | 87.63 | 88.15 | 88.50 | 87.36 | 88.08 | 84.65 | 86.65 | 87.39 | 86.99 | 87.58 |
| 281 | 372 | 96 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 86.33 | 88.06 | 86.60 | 87.10 | 85.78 | 87.64 | 87.63 | 86.72 | 87.98 | 86.57 | 88.61 | 88.33 | 88.95 | 85.93 | 89.08 | 87.74 | 87.33 | 86.53 | 88.48 | 87.08 | 86.67 | 85.24 | 86.95 | 85.54 | 85.84 | 85.67 |
| 282 | 372 | 96 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 85.35 | 87.91 | 85.74 | 86.78 | 85.98 | 88.43 | 86.21 | 86.92 | 87.83 | 87.36 | 86.70 | 87.99 | 88.61 | 87.39 | 86.66 | 88.65 | 87.39 | 87.49 | 86.89 | 87.62 | 86.76 | 84.53 | 88.63 | 87.26 | 87.08 | 87.15 |
| 283 | 372 | 96 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 86.31 | 87.35 | 85.50 | 85.36 | 86.49 | 86.54 | 87.62 | 87.26 | 88.52 | 86.39 | 87.88 | 88.36 | 86.69 | 86.65 | 87.89 | 89.35 | 87.17 | 87.33 | 87.08 | 86.37 | 87.04 | 85.91 | 86.33 | 87.97 | 86.13 | 86.09 |
| 284 | 372 | 104 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.78 | 87.80 | 86.65 | 88.59 | 89.36 | 86.08 | 87.27 | 87.73 | 88.13 | 87.79 | 86.72 | 86.91 | 87.91 | 87.44 | 88.76 | 87.36 | 87.78 | 87.59 | 88.25 | 88.87 | 85.77 | 83.74 | 85.90 | 87.54 | 86.80 | 84.76 |
| 285 | 372 | 104 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.41 | 87.49 | 87.26 | 86.88 | 87.31 | 86.56 | 89.47 | 87.24 | 88.40 | 87.37 | 86.92 | 85.83 | 88.33 | 88.81 | 86.99 | 86.05 | 85.55 | 88.77 | 87.95 | 88.18 | 85.49 | 85.82 | 87.51 | 85.04 | 85.80 | 86.96 |
| 286 | 372 | 104 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.25 | 86.13 | 87.18 | 88.86 | 87.19 | 88.85 | 86.99 | 88.17 | 86.73 | 87.73 | 88.56 | 89.10 | 89.12 | 88.60 | 86.79 | 88.07 | 87.23 | 87.69 | 88.75 | 86.91 | 87.37 | 88.14 | 85.32 | 88.18 | 85.41 | 87.41 |
| 287 | 372 | 104 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 85.69 | 86.54 | 86.61 | 87.48 | 87.18 | 87.59 | 87.46 | 86.30 | 87.91 | 87.71 | 87.02 | 87.00 | 86.12 | 86.91 | 87.81 | 87.31 | 88.45 | 88.20 | 88.02 | 86.92 | 85.72 | 85.81 | 87.36 | 86.11 | 84.28 | 86.81 |
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 372 | 96 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.68 | 86.69 | 87.33 | 85.10 | 85.66 | 87.44 | 86.27 | 85.53 | 86.52 | 86.58 | 88.09 | 86.17 | 89.27 | 85.22 | 85.61 | 88.54 | 83.36 | 88.25 | 89.18 | 87.98 | 85.91 | 86.34 | 88.96 | 86.53 | 87.16 | 85.47 |
| 1 | 372 | 96 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.17 | 87.37 | 86.76 | 87.77 | 86.41 | 88.03 | 86.89 | 89.66 | 89.32 | 87.82 | 86.75 | 85.81 | 89.26 | 85.52 | 85.28 | 89.17 | 88.59 | 88.97 | 88.01 | 88.70 | 88.00 | 86.73 | 89.03 | 86.84 | 87.23 | 87.03 |
| 2 | 372 | 96 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.53 | 88.84 | 88.20 | 87.11 | 87.68 | 86.67 | 88.53 | 88.08 | 87.18 | 86.88 | 87.15 | 87.57 | 89.12 | 89.24 | 86.06 | 85.39 | 85.62 | 84.77 | 87.91 | 86.05 | 87.99 | 86.12 | 87.32 | 86.55 | 85.80 | 85.91 |
| 3 | 372 | 96 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.68 | 88.91 | 86.99 | 87.21 | 89.19 | 86.21 | 88.00 | 87.84 | 89.84 | 87.80 | 90.13 | 89.45 | 89.16 | 87.79 | 88.73 | 88.45 | 89.51 | 90.03 | 87.53 | 89.97 | 87.85 | 86.83 | 88.22 | 86.07 | 85.88 | 86.30 |
| 4 | 372 | 104 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.19 | 86.07 | 87.93 | 88.77 | 85.46 | 84.17 | 85.76 | 88.69 | 88.20 | 86.80 | 87.98 | 87.65 | 88.14 | 85.98 | 87.67 | 88.16 | 86.35 | 84.27 | 87.69 | 88.59 | 85.65 | 87.68 | 86.70 | 87.18 | 85.20 | 87.28 |
| 5 | 372 | 104 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.86 | 84.41 | 88.49 | 86.99 | 88.17 | 87.47 | 87.66 | 86.87 | 87.21 | 86.98 | 89.65 | 89.19 | 89.21 | 87.88 | 89.93 | 89.09 | 89.16 | 87.91 | 90.10 | 89.54 | 86.15 | 88.91 | 87.21 | 86.92 | 89.73 | 88.33 |
| 6 | 372 | 104 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.70 | 86.69 | 89.06 | 87.78 | 87.90 | 87.42 | 90.79 | 87.20 | 87.83 | 89.33 | 90.93 | 88.04 | 89.85 | 88.64 | 90.25 | 87.85 | 88.21 | 89.11 | 89.82 | 85.75 | 85.88 | 87.34 | 86.22 | 86.43 | 84.49 | 84.93 |
| 7 | 372 | 104 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.56 | 84.98 | 88.03 | 89.15 | 88.33 | 87.87 | 88.88 | 88.08 | 86.60 | 84.74 | 90.39 | 87.82 | 86.90 | 89.23 | 89.15 | 89.56 | 90.68 | 86.86 | 86.72 | 86.97 | 87.04 | 86.73 | 90.16 | 86.08 | 87.18 | 89.35 |
| 8 | 372 | 96 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.05 | 87.06 | 87.19 | 87.00 | 85.85 | 86.62 | 86.61 | 86.48 | 87.95 | 88.02 | 87.82 | 87.90 | 89.00 | 86.84 | 84.83 | 88.74 | 88.07 | 87.32 | 87.84 | 87.24 | 89.09 | 87.49 | 89.25 | 88.46 | 85.89 | 87.66 |
| 9 | 372 | 96 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.92 | 88.34 | 88.64 | 86.79 | 89.53 | 88.19 | 89.40 | 87.03 | 90.07 | 89.79 | 89.37 | 89.05 | 90.35 | 88.20 | 90.26 | 89.48 | 88.53 | 87.05 | 90.39 | 89.41 | 89.79 | 89.09 | 90.60 | 89.15 | 86.45 | 89.69 |
| 10 | 372 | 96 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.40 | 88.08 | 87.24 | 89.05 | 87.24 | 87.83 | 87.01 | 90.07 | 88.73 | 86.60 | 87.95 | 86.04 | 90.64 | 88.39 | 86.51 | 87.78 | 89.35 | 90.15 | 88.63 | 89.57 | 87.50 | 88.38 | 87.15 | 88.22 | 85.80 | 88.27 |
| 11 | 372 | 96 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.47 | 87.01 | 89.36 | 91.40 | 87.37 | 89.29 | 89.63 | 90.46 | 89.79 | 90.04 | 87.23 | 88.11 | 87.39 | 89.88 | 87.82 | 88.59 | 89.41 | 87.65 | 89.76 | 88.08 | 88.81 | 87.63 | 86.86 | 88.24 | 86.34 | 88.30 |
| 12 | 372 | 104 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.28 | 87.50 | 86.26 | 86.65 | 87.51 | 87.25 | 89.45 | 87.70 | 89.84 | 84.91 | 89.48 | 87.85 | 88.28 | 88.78 | 86.79 | 90.79 | 88.42 | 87.37 | 89.10 | 87.31 | 88.03 | 87.38 | 86.64 | 87.09 | 84.28 | 86.73 |
| 13 | 372 | 104 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.19 | 87.06 | 90.68 | 89.96 | 88.22 | 86.08 | 87.45 | 88.86 | 89.17 | 90.84 | 87.15 | 87.83 | 87.81 | 88.69 | 86.71 | 88.97 | 89.60 | 89.04 | 87.51 | 87.73 | 88.57 | 86.45 | 90.05 | 87.27 | 86.74 | 86.13 |
| 14 | 372 | 104 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.28 | 87.16 | 90.07 | 89.30 | 85.50 | 85.54 | 86.76 | 90.06 | 88.34 | 87.28 | 85.95 | 84.65 | 88.88 | 88.64 | 87.14 | 88.40 | 90.14 | 88.05 | 89.56 | 85.55 | 84.61 | 86.75 | 88.04 | 87.83 | 87.41 | 89.15 |
| 15 | 372 | 104 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.99 | 87.99 | 89.01 | 88.24 | 89.64 | 89.04 | 88.89 | 89.25 | 88.35 | 88.42 | 89.88 | 88.35 | 90.18 | 88.71 | 88.84 | 89.27 | 91.30 | 87.96 | 90.64 | 90.13 | 86.77 | 86.75 | 87.11 | 87.77 | 87.79 | 88.00 |
| 16 | 372 | 96 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.23 | 88.96 | 88.95 | 90.25 | 88.53 | 87.64 | 90.19 | 89.21 | 88.99 | 86.92 | 89.00 | 88.60 | 88.76 | 91.55 | 88.75 | 89.87 | 87.62 | 88.18 | 87.88 | 89.61 | 89.20 | 89.33 | 88.73 | 89.19 | 89.19 | 88.86 |
| 17 | 372 | 96 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.74 | 89.11 | 84.44 | 89.67 | 87.83 | 85.63 | 90.59 | 87.98 | 90.58 | 88.69 | 87.77 | 89.02 | 88.09 | 88.21 | 87.85 | 88.88 | 88.25 | 88.93 | 89.01 | 91.49 | 90.49 | 86.79 | 89.06 | 88.95 | 89.46 | 88.68 |
| 18 | 372 | 96 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 85.87 | 87.84 | 86.61 | 87.76 | 85.56 | 86.81 | 87.10 | 88.77 | 89.75 | 86.08 | 86.50 | 19.58 | 89.36 | 89.43 | 88.13 | 88.23 | 89.99 | 89.54 | 90.22 | 90.06 | 87.22 | 87.16 | 85.72 | 89.32 | 85.65 | 88.94 |
| 19 | 372 | 96 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.62 | 87.76 | 89.25 | 88.80 | 89.71 | 86.77 | 90.11 | 88.45 | 90.43 | 90.83 | 90.74 | 87.42 | 90.49 | 88.06 | 87.49 | 88.35 | 89.51 | 89.24 | 89.78 | 90.27 | 88.60 | 87.63 | 90.56 | 87.56 | 86.26 | 88.48 |
| 20 | 372 | 104 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.52 | 85.90 | 88.32 | 87.72 | 88.31 | 87.10 | 88.75 | 87.11 | 86.98 | 87.28 | 88.30 | 86.47 | 87.68 | 90.73 | 88.76 | 90.69 | 89.01 | 86.28 | 90.63 | 87.62 | 89.30 | 85.82 | 88.37 | 87.81 | 87.95 | 86.32 |
| 21 | 372 | 104 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.70 | 86.75 | 89.33 | 86.14 | 88.71 | 88.98 | 89.75 | 87.86 | 89.48 | 90.82 | 89.48 | 88.32 | 88.80 | 85.19 | 88.59 | 88.79 | 86.72 | 88.12 | 88.17 | 90.81 | 89.15 | 87.78 | 87.84 | 85.10 | 86.84 | 85.07 |
| 22 | 372 | 104 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.29 | 86.12 | 88.51 | 86.82 | 88.63 | 88.54 | 88.70 | 90.16 | 88.97 | 88.07 | 87.88 | 88.21 | 90.14 | 90.11 | 87.60 | 86.89 | 85.80 | 87.19 | 89.83 | 88.57 | 85.80 | 88.03 | 86.76 | 88.74 | 88.85 | 86.91 |
| 23 | 372 | 104 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.07 | 88.95 | 90.11 | 87.67 | 90.38 | 87.54 | 89.41 | 89.30 | 87.79 | 90.02 | 86.81 | 91.09 | 90.81 | 88.93 | 89.08 | 88.65 | 90.88 | 89.60 | 91.72 | 88.76 | 87.45 | 89.47 | 88.93 | 88.76 | 85.21 | 86.20 |
| 24 | 372 | 96 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.45 | 86.84 | 89.28 | 86.84 | 85.65 | 86.22 | 86.35 | 87.09 | 88.05 | 83.70 | 86.88 | 83.67 | 88.60 | 84.79 | 83.42 | 86.91 | 85.92 | 86.86 | 87.71 | 85.21 | 90.86 | 85.46 | 88.51 | 86.83 | 86.66 | 86.99 |
| 25 | 372 | 96 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.42 | 89.38 | 88.42 | 89.58 | 89.86 | 87.72 | 89.09 | 89.63 | 88.46 | 88.31 | 88.72 | 88.03 | 88.94 | 86.89 | 86.23 | 90.29 | 89.38 | 88.93 | 90.50 | 87.72 | 89.51 | 88.11 | 88.68 | 84.99 | 88.13 | 88.24 |
| 26 | 372 | 96 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.54 | 84.67 | 89.46 | 86.60 | 87.51 | 89.21 | 89.05 | 88.81 | 89.40 | 88.61 | 88.44 | 88.88 | 90.60 | 89.34 | 89.71 | 89.18 | 88.20 | 89.57 | 90.29 | 88.77 | 90.68 | 87.29 | 89.37 | 85.46 | 86.39 | 88.64 |
| 27 | 372 | 96 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.52 | 88.14 | 88.74 | 87.40 | 88.79 | 88.34 | 88.51 | 85.94 | 87.33 | 89.66 | 87.75 | 88.06 | 89.19 | 88.79 | 87.15 | 88.62 | 87.74 | 85.60 | 88.71 | 87.31 | 87.78 | 86.20 | 89.75 | 87.55 | 88.13 | 87.39 |
| 28 | 372 | 104 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 89.49 | 87.91 | 88.45 | 90.81 | 88.56 | 87.69 | 87.09 | 90.10 | 88.96 | 87.99 | 86.99 | 88.87 | 89.80 | 87.18 | 84.79 | 88.75 | 90.15 | 88.35 | 89.45 | 88.42 | 86.71 | 88.62 | 88.68 | 87.93 | 88.11 | 86.49 |
| 29 | 372 | 104 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.56 | 88.03 | 90.05 | 87.46 | 87.35 | 89.06 | 87.75 | 88.68 | 88.28 | 86.73 | 90.10 | 88.55 | 88.16 | 91.50 | 88.12 | 91.53 | 88.05 | 89.12 | 89.23 | 89.86 | 87.21 | 88.74 | 90.86 | 89.30 | 87.02 | 88.25 |
| 30 | 372 | 104 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.76 | 87.91 | 86.58 | 83.73 | 86.93 | 85.57 | 87.19 | 86.12 | 87.25 | 86.30 | 86.94 | 89.30 | 85.18 | 86.33 | 84.56 | 86.06 | 87.20 | 83.72 | 88.45 | 88.15 | 83.83 | 82.52 | 88.74 | 85.96 | 83.92 | 85.63 |
| 31 | 372 | 104 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.37 | 87.68 | 87.37 | 87.69 | 86.62 | 90.54 | 86.16 | 86.98 | 86.02 | 87.24 | 90.34 | 86.82 | 90.25 | 89.10 | 87.14 | 90.64 | 88.26 | 89.29 | 89.77 | 88.14 | 86.95 | 88.21 | 90.52 | 90.23 | 88.33 | 87.24 |
| 32 | 372 | 96 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.81 | 88.23 | 88.01 | 86.12 | 89.80 | 88.06 | 89.17 | 88.86 | 90.08 | 89.24 | 88.48 | 88.31 | 89.77 | 87.29 | 86.37 | 87.81 | 87.29 | 85.14 | 89.39 | 89.76 | 88.78 | 88.33 | 86.77 | 86.82 | 89.15 | 86.80 |
| 33 | 372 | 96 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.28 | 88.38 | 89.45 | 87.91 | 87.53 | 89.01 | 87.88 | 90.62 | 91.54 | 87.66 | 90.09 | 90.20 | 86.67 | 89.41 | 88.03 | 90.00 | 88.32 | 88.55 | 89.34 | 87.81 | 88.59 | 89.44 | 90.84 | 88.18 | 89.23 | 87.06 |
| 34 | 372 | 96 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.17 | 89.54 | 90.02 | 87.75 | 86.28 | 86.99 | 88.38 | 86.28 | 88.75 | 87.70 | 88.65 | 87.89 | 90.31 | 88.38 | 89.32 | 88.78 | 90.31 | 90.75 | 89.04 | 88.06 | 89.00 | 87.81 | 89.75 | 89.56 | 86.82 | 88.95 |
| 35 | 372 | 96 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.64 | 89.26 | 89.30 | 89.04 | 89.53 | 87.93 | 87.81 | 89.89 | 89.00 | 88.05 | 89.71 | 88.54 | 89.86 | 89.53 | 89.18 | 90.18 | 91.00 | 88.68 | 90.44 | 88.54 | 88.87 | 89.02 | 91.09 | 88.71 | 89.88 | 87.27 |
| 36 | 372 | 104 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.19 | 88.44 | 87.59 | 88.12 | 88.41 | 87.35 | 89.48 | 92.10 | 88.81 | 89.91 | 89.17 | 88.39 | 88.64 | 89.11 | 86.30 | 90.41 | 89.92 | 87.35 | 86.53 | 87.47 | 87.93 | 87.35 | 86.60 | 86.50 | 89.02 | 87.74 |
| 37 | 372 | 104 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 91.45 | 87.62 | 88.02 | 88.47 | 90.70 | 85.39 | 88.83 | 89.25 | 89.67 | 90.81 | 90.70 | 87.94 | 89.41 | 90.38 | 89.53 | 88.91 | 89.59 | 90.02 | 89.22 | 87.97 | 90.14 | 90.83 | 89.67 | 88.29 | 88.93 | 89.55 |
| 38 | 372 | 104 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.66 | 88.50 | 88.64 | 86.58 | 90.46 | 89.83 | 90.66 | 88.63 | 89.73 | 88.85 | 89.43 | 88.53 | 91.97 | 89.33 | 89.24 | 88.71 | 90.61 | 89.54 | 90.05 | 88.37 | 88.16 | 89.72 | 88.96 | 89.16 | 88.15 | 88.22 |
| 39 | 372 | 104 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.43 | 87.82 | 89.07 | 87.54 | 87.97 | 86.75 | 89.91 | 86.97 | 90.85 | 89.05 | 90.92 | 89.52 | 91.10 | 90.26 | 87.65 | 87.71 | 90.04 | 88.28 | 89.54 | 89.02 | 90.95 | 88.36 | 87.60 | 90.38 | 89.42 | 87.89 |
| 40 | 372 | 96 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.98 | 87.78 | 86.63 | 89.07 | 90.16 | 86.52 | 88.25 | 88.90 | 89.54 | 88.15 | 88.98 | 85.92 | 91.72 | 87.67 | 86.89 | 86.00 | 91.09 | 86.54 | 89.90 | 88.41 | 87.18 | 87.45 | 87.83 | 84.13 | 87.71 | 86.87 |
| 41 | 372 | 96 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 91.14 | 88.99 | 89.49 | 87.88 | 90.15 | 87.07 | 90.13 | 89.85 | 88.79 | 88.12 | 89.94 | 90.18 | 91.06 | 88.43 | 89.14 | 91.89 | 90.17 | 88.97 | 89.36 | 91.18 | 88.30 | 88.50 | 89.74 | 89.92 | 87.89 | 87.59 |
| 42 | 372 | 96 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.71 | 87.22 | 89.53 | 87.62 | 89.12 | 88.32 | 90.59 | 88.83 | 90.32 | 88.55 | 89.76 | 88.92 | 89.12 | 90.11 | 88.03 | 92.22 | 88.69 | 89.66 | 88.96 | 89.71 | 90.24 | 88.53 | 90.19 | 89.52 | 89.24 | 90.96 |
| 43 | 372 | 96 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.53 | 88.29 | 90.35 | 88.85 | 88.00 | 89.21 | 90.38 | 89.19 | 90.48 | 88.44 | 88.70 | 88.42 | 90.42 | 90.66 | 87.03 | 91.20 | 89.31 | 89.00 | 90.59 | 88.63 | 88.96 | 88.74 | 88.05 | 88.34 | 89.17 | 84.99 |
| 44 | 372 | 104 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.52 | 88.48 | 87.12 | 87.79 | 89.45 | 87.94 | 89.77 | 89.23 | 89.58 | 88.14 | 86.95 | 88.44 | 88.30 | 87.38 | 88.63 | 88.11 | 89.53 | 90.50 | 90.86 | 87.28 | 87.28 | 86.59 | 89.13 | 89.66 | 89.24 | 85.51 |
| 45 | 372 | 104 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 90.63 | 87.43 | 91.26 | 89.44 | 89.11 | 88.14 | 89.96 | 87.01 | 88.75 | 87.71 | 89.69 | 88.35 | 90.75 | 87.52 | 88.51 | 88.88 | 89.95 | 90.87 | 89.74 | 88.67 | 89.37 | 89.86 | 87.51 | 88.52 | 87.53 | 89.37 |
| 46 | 372 | 104 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 90.29 | 88.63 | 89.21 | 88.23 | 90.00 | 87.76 | 89.16 | 89.51 | 88.04 | 88.76 | 90.68 | 87.80 | 90.11 | 91.54 | 89.75 | 90.53 | 91.38 | 88.73 | 89.23 | 89.53 | 90.98 | 88.37 | 89.91 | 88.37 | 89.59 | 85.61 |
| 47 | 372 | 104 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.55 | 87.73 | 89.93 | 88.80 | 89.78 | 87.25 | 90.63 | 89.72 | 88.22 | 90.18 | 88.56 | 90.13 | 88.67 | 90.70 | 88.63 | 89.69 | 90.88 | 88.97 | 90.34 | 88.98 | 88.89 | 90.86 | 89.67 | 85.83 | 89.20 | 90.54 |
| 48 | 372 | 96 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 87.30 | 87.26 | 89.44 | 88.15 | 88.63 | 89.23 | 87.66 | 87.86 | 88.53 | 87.73 | 88.95 | 86.56 | 88.28 | 88.34 | 86.35 | 89.52 | 88.08 | 89.73 | 88.37 | 88.60 | 87.96 | 87.75 | 89.21 | 87.27 | 87.87 | 87.42 |
| 49 | 372 | 96 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.22 | 89.03 | 89.00 | 88.59 | 88.46 | 88.00 | 87.49 | 88.76 | 88.83 | 88.07 | 89.92 | 87.45 | 86.27 | 89.09 | 86.71 | 88.61 | 87.99 | 87.95 | 90.75 | 88.93 | 86.55 | 88.49 | 88.44 | 87.77 | 87.09 | 88.26 |
| 50 | 372 | 96 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 87.68 | 87.44 | 86.22 | 86.66 | 90.37 | 87.23 | 86.06 | 91.54 | 84.80 | 87.06 | 88.67 | 87.41 | 90.54 | 86.48 | 86.78 | 89.30 | 88.18 | 87.68 | 88.68 | 91.01 | 89.47 | 86.34 | 88.41 | 86.82 | 87.24 | 84.62 |
| 51 | 372 | 96 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.49 | 87.48 | 88.54 | 88.56 | 90.18 | 85.94 | 89.27 | 88.64 | 88.48 | 87.41 | 89.43 | 89.72 | 84.89 | 90.21 | 87.24 | 87.17 | 89.22 | 89.11 | 89.92 | 88.86 | 87.98 | 88.09 | 88.98 | 88.38 | 88.91 | 88.21 |
| 52 | 372 | 104 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 87.53 | 88.76 | 87.53 | 84.12 | 86.74 | 86.26 | 85.60 | 85.64 | 87.87 | 89.18 | 88.84 | 85.39 | 88.97 | 87.72 | 86.46 | 87.99 | 87.97 | 87.27 | 87.73 | 88.52 | 89.38 | 89.04 | 89.58 | 86.73 | 89.08 | 87.09 |
| 53 | 372 | 104 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 84.41 | 85.79 | 90.19 | 89.84 | 86.75 | 87.46 | 86.92 | 89.32 | 88.32 | 88.35 | 90.87 | 87.75 | 88.58 | 87.61 | 88.89 | 90.63 | 85.11 | 90.27 | 87.78 | 89.27 | 85.67 | 88.91 | 87.53 | 88.23 | 86.66 | 88.04 |
| 54 | 372 | 104 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 90.44 | 88.48 | 89.12 | 88.80 | 89.46 | 87.79 | 87.80 | 88.52 | 88.19 | 90.12 | 90.00 | 88.71 | 88.46 | 89.82 | 87.89 | 89.53 | 86.72 | 90.64 | 90.38 | 90.33 | 89.47 | 86.71 | 90.60 | 87.83 | 88.51 | 85.99 |
| 55 | 372 | 104 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.13 | 88.50 | 90.50 | 87.99 | 89.13 | 87.94 | 87.98 | 87.57 | 89.66 | 85.98 | 89.56 | 87.65 | 89.33 | 87.83 | 89.21 | 89.08 | 89.07 | 87.45 | 90.41 | 89.83 | 88.85 | 87.50 | 85.98 | 88.32 | 86.72 | 87.80 |
| 56 | 372 | 96 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 86.26 | 87.78 | 89.82 | 88.27 | 87.53 | 87.94 | 86.55 | 86.97 | 90.99 | 91.06 | 88.40 | 89.36 | 89.50 | 89.60 | 87.88 | 88.54 | 88.94 | 87.59 | 88.22 | 90.31 | 88.10 | 88.31 | 88.50 | 87.99 | 85.41 | 89.40 |
| 57 | 372 | 96 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 91.17 | 87.89 | 88.58 | 88.21 | 89.39 | 88.65 | 89.56 | 88.09 | 88.35 | 88.19 | 90.83 | 90.68 | 89.50 | 89.87 | 90.06 | 19.58 | 89.79 | 90.56 | 88.64 | 90.83 | 90.74 | 90.05 | 90.26 | 87.58 | 88.17 | 89.87 |
| 58 | 372 | 96 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 84.54 | 87.25 | 88.36 | 88.37 | 88.80 | 88.03 | 88.66 | 87.05 | 92.21 | 89.62 | 89.50 | 88.78 | 89.24 | 88.30 | 88.03 | 90.89 | 89.60 | 87.93 | 90.93 | 86.77 | 88.64 | 88.96 | 89.13 | 88.53 | 86.80 | 85.36 |
| 59 | 372 | 96 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.92 | 88.68 | 90.76 | 89.74 | 88.55 | 87.97 | 90.21 | 90.03 | 89.56 | 87.80 | 88.17 | 89.92 | 87.73 | 89.32 | 89.11 | 90.77 | 88.37 | 88.90 | 87.87 | 90.22 | 90.75 | 88.06 | 89.81 | 86.81 | 88.12 | 88.00 |
| 60 | 372 | 104 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 87.71 | 88.10 | 88.69 | 89.40 | 86.39 | 87.72 | 86.82 | 89.72 | 87.60 | 90.23 | 88.41 | 87.54 | 88.41 | 90.45 | 88.58 | 89.92 | 89.18 | 89.06 | 89.90 | 89.25 | 89.15 | 88.77 | 87.40 | 88.56 | 88.07 | 87.19 |
| 61 | 372 | 104 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.82 | 87.36 | 90.70 | 90.07 | 91.18 | 88.64 | 88.35 | 89.25 | 92.22 | 89.72 | 88.29 | 89.21 | 89.57 | 89.53 | 87.98 | 92.19 | 91.95 | 90.23 | 89.43 | 88.94 | 90.14 | 89.63 | 90.82 | 90.26 | 88.67 | 88.95 |
| 62 | 372 | 104 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.01 | 90.41 | 89.00 | 88.02 | 90.37 | 86.72 | 89.43 | 88.86 | 89.31 | 88.46 | 88.80 | 87.59 | 89.24 | 90.02 | 88.42 | 88.99 | 88.76 | 90.31 | 89.31 | 88.63 | 87.62 | 88.34 | 91.30 | 88.54 | 88.45 | 87.59 |
| 63 | 372 | 104 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.79 | 86.05 | 91.07 | 90.25 | 89.68 | 90.08 | 89.57 | 90.02 | 90.86 | 90.50 | 91.07 | 90.40 | 90.92 | 89.88 | 88.42 | 90.81 | 92.21 | 91.48 | 89.16 | 88.10 | 89.76 | 87.74 | 90.53 | 88.11 | 90.46 | 88.46 |
| 64 | 372 | 96 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.18 | 88.39 | 88.32 | 88.19 | 90.13 | 87.48 | 87.96 | 86.65 | 90.41 | 89.49 | 89.57 | 90.34 | 90.73 | 89.10 | 89.76 | 89.15 | 89.80 | 86.49 | 88.80 | 88.14 | 91.08 | 88.85 | 89.92 | 88.83 | 90.19 | 86.88 |
| 65 | 372 | 96 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 90.15 | 89.88 | 89.25 | 89.54 | 88.69 | 87.74 | 88.76 | 89.02 | 90.13 | 89.58 | 90.33 | 88.57 | 90.54 | 90.08 | 86.31 | 90.51 | 88.36 | 90.78 | 90.70 | 88.03 | 90.60 | 89.19 | 90.12 | 88.42 | 88.65 | 89.11 |
| 66 | 372 | 96 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.94 | 89.66 | 89.98 | 89.27 | 89.84 | 89.54 | 91.75 | 90.12 | 89.84 | 89.05 | 90.73 | 90.75 | 90.00 | 90.56 | 90.48 | 89.19 | 90.19 | 88.92 | 88.95 | 89.77 | 88.82 | 88.31 | 90.54 | 89.08 | 88.61 | 89.20 |
| 67 | 372 | 96 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 90.26 | 89.21 | 90.27 | 89.17 | 87.67 | 89.54 | 91.36 | 88.74 | 90.22 | 90.93 | 89.83 | 89.64 | 90.75 | 88.29 | 90.59 | 91.55 | 89.95 | 90.65 | 90.61 | 89.01 | 88.89 | 88.23 | 90.21 | 88.65 | 89.36 | 86.26 |
| 68 | 372 | 104 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 87.71 | 87.28 | 86.79 | 89.04 | 88.54 | 87.64 | 88.87 | 90.80 | 88.67 | 89.17 | 89.46 | 88.69 | 88.57 | 87.32 | 88.39 | 88.09 | 87.81 | 87.38 | 90.32 | 88.05 | 89.27 | 88.35 | 90.45 | 87.46 | 85.64 | 87.81 |
| 69 | 372 | 104 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 86.02 | 88.85 | 91.00 | 88.18 | 89.15 | 88.28 | 89.23 | 91.15 | 88.50 | 87.09 | 89.95 | 90.49 | 90.74 | 89.60 | 89.06 | 87.78 | 89.04 | 89.17 | 88.68 | 89.92 | 87.73 | 87.26 | 89.07 | 87.90 | 88.61 | 88.72 |
| 70 | 372 | 104 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 90.93 | 88.61 | 87.84 | 89.14 | 88.48 | 87.18 | 89.01 | 91.29 | 89.60 | 86.60 | 88.61 | 86.91 | 89.28 | 89.27 | 89.32 | 91.56 | 89.48 | 90.98 | 90.31 | 91.62 | 90.44 | 87.29 | 92.01 | 88.63 | 89.66 | 88.75 |
| 71 | 372 | 104 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.28 | 88.47 | 90.94 | 87.28 | 88.95 | 89.68 | 88.79 | 90.40 | 91.25 | 89.48 | 91.00 | 88.15 | 89.56 | 89.77 | 88.18 | 90.19 | 88.66 | 90.85 | 89.84 | 90.19 | 90.46 | 87.42 | 89.65 | 87.83 | 89.54 | 88.77 |
| 72 | 372 | 96 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 86.60 | 88.55 | 87.45 | 87.99 | 87.31 | 86.84 | 88.52 | 87.97 | 89.95 | 90.12 | 89.24 | 87.99 | 86.99 | 87.65 | 89.16 | 88.01 | 89.78 | 85.95 | 87.75 | 89.02 | 86.86 | 87.24 | 86.57 | 85.00 | 86.29 | 86.09 |
| 73 | 372 | 96 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.53 | 89.31 | 87.30 | 88.81 | 88.17 | 88.58 | 89.40 | 89.63 | 89.26 | 88.62 | 88.57 | 88.52 | 87.96 | 89.52 | 88.75 | 90.67 | 87.74 | 89.01 | 89.03 | 90.21 | 88.42 | 88.51 | 88.73 | 90.04 | 87.09 | 87.79 |
| 74 | 372 | 96 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 85.61 | 87.07 | 85.93 | 87.09 | 88.87 | 87.85 | 87.46 | 86.66 | 87.79 | 87.43 | 88.14 | 88.39 | 88.58 | 87.49 | 87.29 | 89.12 | 87.80 | 88.67 | 90.35 | 87.92 | 87.09 | 87.05 | 87.05 | 86.31 | 86.14 | 85.43 |
| 75 | 372 | 96 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 85.30 | 86.45 | 85.78 | 86.66 | 89.44 | 87.32 | 88.79 | 85.59 | 87.56 | 88.42 | 86.85 | 88.48 | 86.88 | 90.02 | 88.50 | 87.80 | 87.53 | 88.82 | 89.03 | 89.44 | 88.62 | 86.78 | 88.40 | 87.62 | 83.36 | 85.27 |
| 76 | 372 | 104 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.05 | 86.71 | 86.00 | 86.17 | 87.52 | 88.04 | 87.73 | 87.45 | 88.09 | 89.54 | 87.72 | 89.28 | 89.31 | 88.81 | 87.94 | 88.80 | 89.22 | 87.74 | 87.02 | 87.48 | 87.37 | 85.44 | 87.70 | 87.33 | 86.06 | 87.91 |
| 77 | 372 | 104 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.67 | 88.66 | 87.78 | 88.22 | 85.61 | 87.09 | 87.34 | 88.98 | 88.81 | 88.32 | 86.69 | 86.08 | 90.79 | 89.29 | 86.23 | 91.18 | 89.00 | 86.63 | 86.67 | 88.73 | 89.25 | 87.95 | 89.31 | 86.50 | 88.25 | 85.58 |
| 78 | 372 | 104 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.15 | 88.70 | 87.72 | 87.22 | 87.23 | 88.39 | 90.19 | 85.11 | 90.42 | 86.21 | 88.49 | 87.26 | 87.40 | 89.63 | 84.49 | 90.40 | 87.52 | 91.27 | 89.20 | 87.33 | 85.88 | 86.22 | 88.81 | 85.83 | 88.08 | 86.65 |
| 79 | 372 | 104 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.76 | 88.76 | 88.76 | 87.77 | 86.90 | 87.40 | 86.39 | 86.57 | 90.76 | 89.54 | 88.71 | 88.83 | 88.89 | 89.21 | 88.80 | 89.47 | 89.13 | 88.46 | 90.17 | 89.96 | 86.25 | 86.65 | 87.49 | 84.64 | 87.08 | 88.36 |
| 80 | 372 | 96 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.38 | 86.50 | 87.90 | 87.73 | 89.11 | 89.75 | 89.91 | 87.56 | 88.19 | 88.10 | 86.35 | 89.21 | 88.44 | 86.01 | 88.80 | 88.07 | 88.74 | 88.73 | 89.72 | 86.81 | 87.45 | 79.65 | 86.91 | 86.97 | 85.94 | 86.83 |
| 81 | 372 | 96 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.94 | 87.90 | 89.83 | 88.07 | 86.32 | 87.02 | 90.58 | 89.60 | 89.58 | 89.13 | 89.71 | 88.36 | 88.92 | 89.00 | 86.34 | 90.30 | 89.93 | 91.29 | 89.73 | 88.96 | 89.60 | 88.34 | 89.82 | 87.80 | 90.62 | 89.10 |
| 82 | 372 | 96 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.45 | 89.03 | 92.04 | 89.02 | 88.28 | 89.26 | 89.38 | 88.05 | 91.44 | 89.13 | 88.61 | 87.82 | 89.66 | 89.83 | 87.15 | 91.09 | 88.54 | 89.37 | 90.30 | 88.66 | 89.33 | 88.48 | 89.84 | 89.16 | 88.35 | 87.25 |
| 83 | 372 | 96 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.88 | 87.43 | 88.56 | 90.03 | 89.16 | 88.30 | 87.89 | 89.33 | 91.73 | 87.52 | 89.68 | 87.91 | 89.28 | 90.55 | 88.26 | 90.24 | 90.45 | 89.30 | 90.84 | 88.73 | 89.96 | 87.36 | 90.51 | 87.88 | 90.11 | 90.30 |
| 84 | 372 | 104 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.07 | 86.32 | 89.10 | 88.20 | 87.83 | 87.65 | 88.26 | 90.04 | 89.20 | 89.75 | 87.27 | 88.30 | 91.05 | 89.11 | 86.59 | 86.87 | 89.47 | 88.39 | 87.98 | 87.69 | 87.95 | 86.24 | 89.50 | 88.60 | 87.15 | 87.07 |
| 85 | 372 | 104 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.46 | 88.12 | 89.84 | 86.04 | 86.96 | 87.15 | 90.46 | 90.26 | 89.04 | 89.83 | 88.13 | 88.65 | 86.37 | 91.04 | 87.23 | 87.99 | 88.49 | 88.67 | 90.90 | 89.30 | 88.04 | 87.02 | 90.43 | 87.03 | 87.72 | 89.45 |
| 86 | 372 | 104 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.83 | 88.71 | 87.57 | 89.26 | 89.50 | 89.57 | 89.18 | 89.10 | 90.95 | 89.16 | 89.08 | 89.86 | 89.54 | 90.84 | 88.47 | 91.93 | 90.89 | 89.30 | 89.91 | 88.90 | 88.86 | 87.99 | 87.73 | 88.72 | 87.50 | 85.56 |
| 87 | 372 | 104 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.61 | 87.86 | 90.58 | 87.51 | 87.94 | 87.47 | 89.18 | 89.99 | 89.36 | 89.99 | 89.51 | 89.15 | 90.02 | 88.06 | 89.25 | 91.35 | 90.78 | 90.52 | 89.34 | 88.00 | 87.87 | 88.11 | 89.19 | 86.37 | 88.87 | 88.40 |
| 88 | 372 | 96 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.43 | 88.63 | 86.28 | 86.61 | 88.55 | 88.81 | 85.10 | 89.54 | 89.39 | 89.63 | 87.16 | 88.98 | 90.79 | 87.98 | 86.41 | 89.47 | 88.43 | 89.73 | 89.59 | 88.46 | 88.26 | 84.77 | 88.26 | 87.00 | 87.13 | 87.53 |
| 89 | 372 | 96 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.59 | 88.52 | 90.03 | 87.87 | 87.56 | 86.88 | 91.80 | 89.37 | 89.73 | 89.99 | 88.17 | 87.21 | 89.21 | 89.58 | 87.23 | 90.18 | 88.73 | 88.96 | 87.77 | 89.92 | 90.61 | 89.71 | 88.21 | 89.35 | 88.00 | 87.99 |
| 90 | 372 | 96 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 84.75 | 88.78 | 90.04 | 91.08 | 87.80 | 88.81 | 91.33 | 88.89 | 90.58 | 89.51 | 88.07 | 88.87 | 90.02 | 89.71 | 89.75 | 90.82 | 89.57 | 87.57 | 89.05 | 89.55 | 86.33 | 84.79 | 89.84 | 85.70 | 88.66 | 85.36 |
| 91 | 372 | 96 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.50 | 88.32 | 89.97 | 87.53 | 91.75 | 88.93 | 90.45 | 91.04 | 88.23 | 89.63 | 91.62 | 89.51 | 89.93 | 89.58 | 90.72 | 91.18 | 88.73 | 89.92 | 90.30 | 90.46 | 90.13 | 88.38 | 91.74 | 87.83 | 90.35 | 88.92 |
| 92 | 372 | 104 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.40 | 88.17 | 89.27 | 86.40 | 87.52 | 88.08 | 86.99 | 87.63 | 90.90 | 90.26 | 88.21 | 86.59 | 88.87 | 89.43 | 87.88 | 88.90 | 88.28 | 88.04 | 87.05 | 87.71 | 83.49 | 88.59 | 87.76 | 86.83 | 87.36 | 87.22 |
| 93 | 372 | 104 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 85.25 | 89.28 | 91.48 | 88.91 | 88.66 | 87.47 | 89.80 | 90.87 | 88.70 | 85.31 | 89.54 | 87.59 | 86.17 | 90.02 | 87.58 | 89.32 | 88.53 | 87.43 | 89.61 | 87.11 | 90.62 | 88.61 | 87.30 | 87.53 | 89.34 | 86.33 |
| 94 | 372 | 104 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.25 | 90.37 | 90.64 | 89.52 | 85.30 | 88.36 | 87.24 | 87.65 | 87.11 | 90.43 | 89.81 | 88.12 | 88.63 | 88.10 | 89.22 | 88.92 | 89.18 | 89.49 | 89.47 | 88.37 | 87.57 | 87.85 | 87.57 | 85.93 | 89.12 | 84.96 |
| 95 | 372 | 104 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.95 | 89.75 | 88.54 | 91.87 | 88.74 | 88.14 | 88.01 | 88.17 | 89.52 | 90.35 | 89.45 | 89.19 | 88.71 | 87.96 | 88.04 | 90.94 | 88.18 | 91.24 | 90.26 | 90.67 | 89.30 | 90.81 | 89.26 | 89.93 | 90.00 | 87.73 |
| 96 | 372 | 96 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.52 | 84.08 | 87.68 | 87.93 | 89.46 | 87.49 | 87.67 | 88.30 | 87.91 | 85.53 | 88.14 | 85.04 | 89.69 | 87.50 | 86.15 | 87.40 | 88.75 | 88.65 | 88.29 | 88.04 | 86.80 | 86.98 | 88.79 | 87.17 | 83.30 | 88.75 |
| 97 | 372 | 96 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 85.56 | 87.51 | 89.47 | 84.61 | 84.08 | 86.66 | 87.64 | 88.62 | 86.18 | 87.97 | 87.28 | 88.03 | 89.83 | 89.09 | 87.91 | 85.93 | 88.14 | 85.80 | 88.10 | 85.85 | 88.60 | 88.03 | 88.96 | 86.91 | 88.76 | 87.34 |
| 98 | 372 | 96 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.40 | 91.03 | 89.68 | 90.76 | 87.44 | 88.24 | 88.33 | 90.99 | 89.95 | 88.33 | 89.50 | 89.43 | 90.87 | 89.60 | 88.90 | 90.96 | 90.20 | 90.52 | 90.55 | 88.30 | 88.60 | 89.38 | 92.07 | 88.83 | 89.80 | 87.50 |
| 99 | 372 | 96 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.55 | 88.56 | 91.87 | 87.17 | 85.91 | 88.41 | 85.27 | 88.37 | 89.04 | 87.51 | 88.99 | 90.53 | 89.19 | 88.24 | 87.64 | 87.90 | 88.74 | 87.62 | 90.48 | 86.01 | 88.47 | 88.13 | 87.37 | 87.54 | 87.73 | 89.40 |
| 100 | 372 | 104 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.67 | 89.00 | 87.38 | 89.86 | 87.06 | 86.75 | 88.40 | 88.82 | 89.65 | 89.28 | 89.29 | 87.66 | 88.84 | 90.91 | 86.99 | 89.62 | 88.29 | 86.49 | 88.98 | 90.39 | 87.37 | 87.57 | 86.54 | 87.50 | 86.63 | 87.45 |
| 101 | 372 | 104 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.94 | 88.00 | 88.75 | 89.71 | 86.63 | 88.95 | 87.23 | 88.55 | 86.87 | 85.78 | 89.63 | 89.03 | 89.96 | 88.28 | 87.04 | 89.03 | 89.72 | 87.04 | 89.94 | 91.29 | 85.20 | 88.53 | 90.10 | 85.84 | 85.53 | 86.15 |
| 102 | 372 | 104 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.87 | 84.27 | 88.08 | 89.27 | 87.77 | 85.97 | 86.87 | 86.02 | 87.35 | 87.71 | 87.35 | 90.09 | 86.51 | 88.25 | 89.60 | 88.08 | 88.95 | 85.46 | 88.87 | 90.23 | 87.02 | 88.62 | 87.39 | 84.53 | 86.43 | 86.77 |
| 103 | 372 | 104 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 85.66 | 88.28 | 89.88 | 88.12 | 87.51 | 85.98 | 88.94 | 88.17 | 86.04 | 89.00 | 87.80 | 85.57 | 89.53 | 89.20 | 88.29 | 90.39 | 87.41 | 87.59 | 88.49 | 88.83 | 87.54 | 89.97 | 89.31 | 88.61 | 86.01 | 84.86 |
| 104 | 372 | 96 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.75 | 88.30 | 90.99 | 87.03 | 88.70 | 86.74 | 87.81 | 89.42 | 89.40 | 89.25 | 88.92 | 87.89 | 87.24 | 87.57 | 86.14 | 88.02 | 87.72 | 89.09 | 89.14 | 88.23 | 88.44 | 87.35 | 86.94 | 89.26 | 88.28 | 86.66 |
| 105 | 372 | 96 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.20 | 88.53 | 87.99 | 87.94 | 89.61 | 85.72 | 88.85 | 88.54 | 91.40 | 88.61 | 87.53 | 88.82 | 91.28 | 88.14 | 89.49 | 90.25 | 88.30 | 89.83 | 90.17 | 88.58 | 89.33 | 88.05 | 90.18 | 88.36 | 88.64 | 89.88 |
| 106 | 372 | 96 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.03 | 87.22 | 86.05 | 89.38 | 88.42 | 86.48 | 88.85 | 88.41 | 90.58 | 88.23 | 88.47 | 87.21 | 89.56 | 89.13 | 88.76 | 89.76 | 89.99 | 90.45 | 91.03 | 89.76 | 89.84 | 88.13 | 90.16 | 87.40 | 88.94 | 88.80 |
| 107 | 372 | 96 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.53 | 87.52 | 89.86 | 89.44 | 89.85 | 89.22 | 88.65 | 88.00 | 90.08 | 87.87 | 89.64 | 88.50 | 89.07 | 90.52 | 87.48 | 89.61 | 88.58 | 88.75 | 91.53 | 90.23 | 89.63 | 88.68 | 91.25 | 86.46 | 87.52 | 88.36 |
| 108 | 372 | 104 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.43 | 86.38 | 89.89 | 86.54 | 88.11 | 87.53 | 89.94 | 87.96 | 90.99 | 87.80 | 89.09 | 87.04 | 90.37 | 89.03 | 19.58 | 88.14 | 87.54 | 89.37 | 89.61 | 87.66 | 86.62 | 85.91 | 87.36 | 89.05 | 88.43 | 88.70 |
| 109 | 372 | 104 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.98 | 87.75 | 88.84 | 89.22 | 88.56 | 89.92 | 90.55 | 91.55 | 90.17 | 88.12 | 90.46 | 90.13 | 88.29 | 90.55 | 89.21 | 90.53 | 89.81 | 87.41 | 90.44 | 89.75 | 88.95 | 89.12 | 89.67 | 89.39 | 88.79 | 87.28 |
| 110 | 372 | 104 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.82 | 88.59 | 91.82 | 87.48 | 87.47 | 89.02 | 90.95 | 89.33 | 90.72 | 87.79 | 89.19 | 87.96 | 92.10 | 87.41 | 87.50 | 91.35 | 89.84 | 89.68 | 91.11 | 88.29 | 87.74 | 88.87 | 90.21 | 89.50 | 88.75 | 89.44 |
| 111 | 372 | 104 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 90.39 | 87.91 | 87.36 | 87.68 | 87.69 | 89.66 | 89.48 | 91.54 | 88.11 | 88.93 | 90.18 | 88.81 | 89.59 | 89.37 | 88.57 | 88.27 | 88.32 | 89.40 | 90.51 | 89.72 | 87.39 | 87.69 | 88.00 | 89.11 | 86.86 | 86.71 |
| 112 | 372 | 96 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 86.10 | 89.39 | 89.95 | 84.28 | 89.28 | 87.86 | 89.17 | 87.78 | 89.26 | 89.24 | 90.23 | 87.06 | 91.09 | 89.55 | 87.43 | 91.33 | 86.70 | 88.42 | 90.74 | 89.23 | 88.65 | 89.58 | 90.87 | 86.62 | 86.12 | 88.10 |
| 113 | 372 | 96 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.09 | 89.66 | 88.82 | 87.45 | 91.33 | 89.39 | 90.34 | 89.95 | 89.29 | 90.66 | 90.09 | 87.53 | 90.15 | 91.00 | 88.18 | 90.29 | 91.74 | 90.81 | 90.92 | 90.77 | 92.15 | 90.13 | 89.45 | 91.13 | 89.78 | 86.93 |
| 114 | 372 | 96 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 91.06 | 89.81 | 91.51 | 89.65 | 88.80 | 88.28 | 90.24 | 90.02 | 89.25 | 91.49 | 90.96 | 86.77 | 90.98 | 91.15 | 89.00 | 90.02 | 90.22 | 89.84 | 90.80 | 89.81 | 89.00 | 89.11 | 90.28 | 88.09 | 87.47 | 87.20 |
| 115 | 372 | 96 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.34 | 89.03 | 90.30 | 89.24 | 90.28 | 90.11 | 90.73 | 89.43 | 89.62 | 88.16 | 88.65 | 88.38 | 89.15 | 89.52 | 89.27 | 90.23 | 86.63 | 91.20 | 91.61 | 89.52 | 90.74 | 89.51 | 89.98 | 86.82 | 88.31 | 89.21 |
| 116 | 372 | 104 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.73 | 87.12 | 88.04 | 87.51 | 86.44 | 87.35 | 88.04 | 88.70 | 88.08 | 89.97 | 88.13 | 84.81 | 90.63 | 88.43 | 88.15 | 90.50 | 88.04 | 89.66 | 86.29 | 88.23 | 87.67 | 87.51 | 89.24 | 85.81 | 88.73 | 85.82 |
| 117 | 372 | 104 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.50 | 88.01 | 90.61 | 89.02 | 91.64 | 87.48 | 89.42 | 89.44 | 90.31 | 88.05 | 90.01 | 89.43 | 89.50 | 89.98 | 89.46 | 91.64 | 89.11 | 89.36 | 88.93 | 89.54 | 88.13 | 90.17 | 90.32 | 87.58 | 88.79 | 89.61 |
| 118 | 372 | 104 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.74 | 91.92 | 91.56 | 87.39 | 89.29 | 89.37 | 88.68 | 88.40 | 89.93 | 87.91 | 91.23 | 90.00 | 91.37 | 87.79 | 88.37 | 89.67 | 90.95 | 92.06 | 90.63 | 89.59 | 89.32 | 90.97 | 91.20 | 88.87 | 88.04 | 90.46 |
| 119 | 372 | 104 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 90.48 | 87.14 | 89.82 | 88.56 | 91.31 | 86.72 | 89.61 | 90.72 | 91.20 | 88.43 | 88.38 | 87.33 | 90.49 | 90.69 | 89.97 | 89.29 | 90.83 | 90.98 | 90.34 | 88.30 | 91.65 | 88.00 | 92.51 | 89.18 | 90.64 | 90.24 |
| 120 | 372 | 96 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 88.42 | 87.76 | 87.95 | 85.78 | 85.82 | 86.35 | 87.74 | 88.96 | 88.86 | 87.19 | 87.55 | 89.38 | 89.32 | 86.78 | 87.70 | 90.43 | 87.68 | 89.74 | 87.76 | 87.39 | 86.97 | 87.85 | 88.20 | 86.57 | 88.01 | 86.47 |
| 121 | 372 | 96 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.38 | 90.64 | 92.61 | 89.05 | 90.47 | 90.02 | 89.32 | 88.57 | 90.31 | 89.86 | 89.64 | 88.14 | 89.31 | 88.43 | 88.50 | 90.75 | 89.72 | 90.54 | 89.50 | 89.91 | 91.29 | 88.63 | 89.93 | 88.05 | 90.64 | 87.02 |
| 122 | 372 | 96 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.33 | 89.31 | 89.91 | 88.67 | 87.44 | 89.75 | 87.69 | 85.94 | 88.25 | 87.13 | 86.27 | 87.46 | 88.42 | 90.00 | 88.36 | 88.20 | 87.16 | 91.84 | 88.32 | 89.39 | 87.34 | 89.13 | 90.70 | 87.78 | 88.31 | 87.04 |
| 123 | 372 | 96 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 89.06 | 87.36 | 89.31 | 88.82 | 87.01 | 89.34 | 86.10 | 87.72 | 88.77 | 88.96 | 87.32 | 86.65 | 90.83 | 90.16 | 89.44 | 88.97 | 88.51 | 89.09 | 88.48 | 89.34 | 88.89 | 89.22 | 89.56 | 87.48 | 88.60 | 87.84 |
| 124 | 372 | 104 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 88.63 | 88.91 | 90.02 | 88.55 | 85.97 | 88.11 | 89.01 | 89.22 | 90.55 | 88.82 | 88.88 | 89.00 | 88.86 | 87.39 | 86.95 | 88.90 | 91.39 | 89.42 | 89.62 | 88.68 | 89.31 | 87.17 | 89.08 | 88.90 | 89.96 | 87.05 |
| 125 | 372 | 104 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.95 | 88.43 | 89.93 | 88.20 | 89.54 | 88.77 | 91.64 | 88.87 | 88.30 | 88.07 | 89.65 | 89.22 | 89.09 | 90.66 | 88.87 | 87.26 | 88.25 | 89.72 | 92.14 | 89.86 | 90.09 | 89.00 | 91.86 | 89.52 | 89.32 | 89.81 |
| 126 | 372 | 104 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.40 | 89.56 | 89.49 | 89.27 | 88.61 | 86.04 | 86.91 | 83.90 | 87.02 | 86.90 | 89.40 | 88.02 | 88.37 | 87.81 | 89.03 | 89.60 | 86.67 | 87.63 | 88.94 | 87.02 | 87.97 | 87.44 | 88.89 | 88.14 | 86.75 | 87.32 |
| 127 | 372 | 104 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 89.01 | 89.96 | 90.33 | 89.60 | 90.62 | 88.54 | 90.76 | 89.10 | 89.52 | 88.73 | 88.52 | 90.22 | 90.36 | 88.64 | 88.81 | 88.51 | 89.09 | 88.42 | 86.99 | 89.00 | 93.03 | 87.79 | 90.98 | 88.45 | 89.60 | 87.04 |
| 128 | 372 | 96 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.81 | 87.60 | 89.84 | 88.53 | 89.85 | 87.85 | 90.55 | 88.05 | 89.50 | 87.61 | 89.11 | 88.70 | 88.09 | 89.40 | 88.21 | 89.97 | 87.99 | 89.94 | 89.12 | 89.87 | 91.33 | 88.56 | 87.18 | 87.82 | 88.59 | 87.99 |
| 129 | 372 | 96 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.87 | 88.77 | 89.52 | 91.05 | 91.46 | 87.87 | 90.58 | 90.43 | 89.41 | 90.25 | 89.89 | 90.69 | 89.19 | 89.64 | 89.17 | 89.66 | 88.77 | 89.24 | 88.11 | 90.34 | 88.63 | 87.86 | 90.60 | 87.58 | 87.88 | 88.21 |
| 130 | 372 | 96 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.35 | 88.55 | 88.42 | 89.22 | 88.95 | 89.59 | 88.55 | 87.44 | 88.27 | 87.16 | 89.44 | 89.83 | 89.18 | 89.10 | 86.23 | 87.45 | 89.60 | 89.36 | 89.92 | 90.57 | 87.39 | 87.13 | 89.10 | 87.62 | 87.45 | 88.40 |
| 131 | 372 | 96 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.62 | 90.59 | 90.45 | 89.16 | 90.57 | 87.84 | 89.28 | 87.76 | 90.94 | 90.24 | 88.48 | 87.26 | 90.00 | 89.76 | 89.84 | 90.32 | 89.90 | 91.35 | 90.28 | 90.60 | 89.47 | 87.36 | 90.22 | 90.02 | 91.74 | 88.83 |
| 132 | 372 | 104 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.76 | 87.70 | 89.25 | 85.37 | 86.06 | 87.23 | 86.70 | 87.01 | 88.85 | 89.53 | 88.48 | 89.00 | 86.29 | 88.90 | 86.40 | 92.05 | 89.27 | 90.67 | 89.94 | 88.73 | 90.54 | 86.86 | 89.92 | 89.42 | 89.23 | 86.70 |
| 133 | 372 | 104 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.06 | 89.71 | 90.18 | 88.22 | 89.09 | 87.44 | 91.29 | 89.66 | 87.74 | 88.04 | 90.41 | 87.82 | 87.65 | 89.16 | 85.33 | 90.58 | 88.72 | 88.90 | 89.16 | 89.93 | 89.43 | 89.59 | 92.31 | 87.42 | 89.90 | 88.28 |
| 134 | 372 | 104 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.62 | 88.98 | 90.08 | 88.45 | 90.57 | 88.99 | 90.44 | 88.44 | 88.52 | 89.20 | 91.16 | 90.53 | 89.05 | 88.63 | 89.00 | 89.46 | 89.38 | 91.25 | 90.41 | 87.61 | 90.42 | 88.38 | 89.86 | 87.95 | 90.04 | 89.44 |
| 135 | 372 | 104 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 90.34 | 88.60 | 89.91 | 89.43 | 86.55 | 88.41 | 87.30 | 87.14 | 91.08 | 86.98 | 89.14 | 87.45 | 90.99 | 89.05 | 89.51 | 92.57 | 88.17 | 89.76 | 89.37 | 91.96 | 90.80 | 88.81 | 88.56 | 88.59 | 89.49 | 87.02 |
| 136 | 372 | 96 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.21 | 89.35 | 90.10 | 90.10 | 88.23 | 89.72 | 91.96 | 88.95 | 88.21 | 87.67 | 90.09 | 87.93 | 88.16 | 88.77 | 88.75 | 88.82 | 89.70 | 88.19 | 89.79 | 88.94 | 89.40 | 88.92 | 89.31 | 85.73 | 87.62 | 87.06 |
| 137 | 372 | 96 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.72 | 90.43 | 90.68 | 89.22 | 88.98 | 88.70 | 90.17 | 88.52 | 89.30 | 87.34 | 90.78 | 90.71 | 87.65 | 88.48 | 87.36 | 90.91 | 88.88 | 90.90 | 90.23 | 90.69 | 90.35 | 90.16 | 88.84 | 88.59 | 90.83 | 90.00 |
| 138 | 372 | 96 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 88.86 | 89.08 | 90.40 | 88.17 | 91.47 | 89.53 | 90.15 | 90.87 | 88.78 | 91.00 | 90.21 | 86.65 | 91.16 | 87.77 | 89.09 | 90.47 | 89.86 | 89.04 | 90.63 | 87.97 | 89.98 | 88.29 | 89.76 | 90.42 | 90.18 | 85.91 |
| 139 | 372 | 96 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 90.88 | 88.92 | 87.21 | 88.99 | 90.34 | 88.54 | 91.18 | 88.36 | 91.88 | 91.31 | 89.21 | 89.85 | 89.81 | 89.85 | 88.55 | 89.96 | 90.76 | 88.03 | 89.36 | 90.32 | 89.88 | 88.19 | 91.01 | 90.15 | 88.60 | 87.68 |
| 140 | 372 | 104 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 86.95 | 88.87 | 89.85 | 87.61 | 87.24 | 87.19 | 86.89 | 88.12 | 89.83 | 88.44 | 88.73 | 88.62 | 88.24 | 87.94 | 88.99 | 89.61 | 90.45 | 90.58 | 90.37 | 89.81 | 90.51 | 86.98 | 89.37 | 88.48 | 88.51 | 88.65 |
| 141 | 372 | 104 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 91.71 | 88.34 | 90.10 | 89.99 | 90.02 | 88.87 | 90.33 | 90.22 | 90.55 | 91.29 | 88.76 | 88.53 | 91.58 | 88.56 | 87.77 | 90.80 | 91.60 | 89.96 | 89.93 | 90.10 | 90.05 | 88.11 | 91.27 | 87.91 | 88.89 | 87.30 |
| 142 | 372 | 104 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 90.89 | 90.22 | 87.58 | 89.12 | 89.95 | 87.24 | 89.57 | 89.43 | 89.84 | 89.40 | 89.92 | 88.06 | 89.75 | 89.50 | 90.39 | 89.07 | 91.50 | 87.50 | 91.07 | 90.04 | 88.59 | 86.70 | 89.60 | 88.76 | 88.10 | 89.52 |
| 143 | 372 | 104 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 90.20 | 89.68 | 91.92 | 89.33 | 91.17 | 90.94 | 90.69 | 89.28 | 91.38 | 90.16 | 90.78 | 89.68 | 90.75 | 90.09 | 91.16 | 90.37 | 88.10 | 92.14 | 91.11 | 89.58 | 91.42 | 87.19 | 89.87 | 87.22 | 90.06 | 86.58 |
| 144 | 372 | 96 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.92 | 88.16 | 89.81 | 87.67 | 86.80 | 89.39 | 89.22 | 89.04 | 89.40 | 89.37 | 87.96 | 87.22 | 88.33 | 88.91 | 87.65 | 89.27 | 87.13 | 88.46 | 89.44 | 90.18 | 90.83 | 86.85 | 90.08 | 87.54 | 88.19 | 86.84 |
| 145 | 372 | 96 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.26 | 88.10 | 88.05 | 86.82 | 88.59 | 87.99 | 90.62 | 87.24 | 90.30 | 87.09 | 88.76 | 86.20 | 88.50 | 90.31 | 86.39 | 88.33 | 89.12 | 89.76 | 90.32 | 89.96 | 89.64 | 87.75 | 90.21 | 88.63 | 87.59 | 86.78 |
| 146 | 372 | 96 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.28 | 90.50 | 88.45 | 87.91 | 89.44 | 89.79 | 88.20 | 88.78 | 89.00 | 88.85 | 89.49 | 86.68 | 89.28 | 90.16 | 87.29 | 90.59 | 89.85 | 84.82 | 89.24 | 87.51 | 89.99 | 87.54 | 89.72 | 89.83 | 86.41 | 88.30 |
| 147 | 372 | 96 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.57 | 89.25 | 89.71 | 87.75 | 88.10 | 88.11 | 86.12 | 89.78 | 88.44 | 89.54 | 88.69 | 87.30 | 88.52 | 88.43 | 87.10 | 90.07 | 89.14 | 88.58 | 89.10 | 88.29 | 90.01 | 87.03 | 89.67 | 86.57 | 87.79 | 88.00 |
| 148 | 372 | 104 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.69 | 87.31 | 88.10 | 87.31 | 88.59 | 89.67 | 88.20 | 88.98 | 89.11 | 88.72 | 86.40 | 87.41 | 87.55 | 88.30 | 87.91 | 88.77 | 88.59 | 86.81 | 88.16 | 87.85 | 90.00 | 87.96 | 88.25 | 88.27 | 88.66 | 86.61 |
| 149 | 372 | 104 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.53 | 87.82 | 89.23 | 87.15 | 87.51 | 87.58 | 89.85 | 87.75 | 87.98 | 88.67 | 90.84 | 88.23 | 90.64 | 87.15 | 87.74 | 89.08 | 88.34 | 91.05 | 89.93 | 87.54 | 89.93 | 87.33 | 87.90 | 88.32 | 86.65 | 88.47 |
| 150 | 372 | 104 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.54 | 87.06 | 89.63 | 88.35 | 89.11 | 86.15 | 86.84 | 89.65 | 88.46 | 88.20 | 86.86 | 86.31 | 88.31 | 89.13 | 87.75 | 89.31 | 88.85 | 87.71 | 89.87 | 89.49 | 87.82 | 89.18 | 89.73 | 86.35 | 88.45 | 86.54 |
| 151 | 372 | 104 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.47 | 87.10 | 88.47 | 87.15 | 88.33 | 89.69 | 89.40 | 90.06 | 88.97 | 88.50 | 88.33 | 89.50 | 88.03 | 89.57 | 88.42 | 87.54 | 88.86 | 89.41 | 89.74 | 87.70 | 88.04 | 89.22 | 90.03 | 89.34 | 88.11 | 86.95 |
| 152 | 372 | 96 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 85.25 | 88.59 | 89.10 | 87.88 | 88.16 | 83.18 | 87.95 | 88.91 | 87.15 | 88.44 | 90.06 | 88.04 | 88.92 | 89.39 | 87.21 | 87.13 | 88.89 | 88.86 | 90.14 | 87.41 | 86.97 | 86.69 | 90.67 | 87.65 | 89.76 | 88.02 |
| 153 | 372 | 96 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.17 | 88.50 | 90.70 | 88.99 | 89.00 | 89.59 | 87.56 | 89.47 | 89.81 | 89.66 | 89.49 | 89.52 | 88.87 | 89.06 | 87.78 | 88.05 | 89.84 | 89.90 | 89.79 | 88.99 | 89.39 | 88.64 | 89.89 | 89.24 | 90.35 | 88.67 |
| 154 | 372 | 96 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.04 | 90.16 | 92.17 | 88.11 | 88.48 | 89.39 | 88.55 | 90.18 | 90.10 | 90.38 | 88.75 | 87.76 | 90.93 | 89.55 | 90.34 | 89.68 | 88.84 | 89.20 | 91.91 | 89.28 | 89.02 | 85.89 | 89.92 | 88.55 | 89.63 | 88.42 |
| 155 | 372 | 96 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.80 | 90.26 | 90.35 | 87.77 | 88.32 | 87.97 | 90.03 | 88.08 | 89.85 | 90.91 | 90.47 | 89.04 | 91.26 | 88.10 | 88.29 | 90.68 | 89.35 | 88.43 | 90.29 | 88.15 | 89.70 | 88.90 | 91.32 | 87.71 | 88.86 | 89.25 |
| 156 | 372 | 104 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.13 | 89.32 | 90.60 | 87.32 | 89.63 | 88.83 | 90.27 | 88.55 | 89.55 | 92.00 | 89.43 | 89.18 | 88.45 | 91.18 | 90.26 | 90.76 | 88.71 | 90.00 | 88.41 | 89.65 | 90.00 | 88.02 | 90.80 | 88.93 | 89.73 | 89.46 |
| 157 | 372 | 104 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.64 | 89.48 | 90.33 | 88.19 | 90.47 | 87.03 | 89.52 | 88.07 | 89.87 | 89.43 | 90.33 | 88.77 | 90.29 | 91.22 | 87.91 | 90.60 | 91.70 | 90.00 | 89.09 | 88.26 | 89.68 | 89.53 | 88.82 | 88.32 | 89.73 | 89.13 |
| 158 | 372 | 104 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.86 | 88.00 | 91.57 | 89.08 | 89.24 | 88.98 | 88.36 | 88.99 | 88.67 | 89.24 | 90.81 | 88.09 | 88.46 | 85.38 | 86.71 | 89.45 | 87.52 | 90.03 | 88.82 | 90.40 | 89.12 | 88.25 | 90.30 | 88.39 | 88.23 | 89.63 |
| 159 | 372 | 104 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.07 | 87.55 | 87.23 | 88.42 | 87.97 | 90.10 | 88.84 | 89.61 | 89.77 | 86.22 | 91.39 | 88.31 | 87.57 | 88.91 | 87.34 | 88.92 | 89.49 | 89.21 | 90.85 | 89.70 | 90.23 | 87.54 | 89.89 | 88.90 | 88.64 | 86.66 |
| 160 | 372 | 96 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.31 | 89.15 | 91.04 | 87.53 | 90.29 | 89.15 | 88.35 | 89.41 | 89.32 | 90.87 | 90.72 | 89.16 | 90.96 | 88.89 | 87.65 | 89.11 | 89.30 | 89.40 | 89.75 | 89.55 | 88.58 | 89.60 | 89.87 | 90.49 | 89.32 | 87.76 |
| 161 | 372 | 96 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.88 | 88.39 | 90.14 | 87.83 | 89.25 | 89.36 | 89.45 | 89.11 | 89.49 | 88.52 | 90.57 | 89.29 | 90.36 | 90.63 | 89.32 | 87.89 | 89.93 | 89.66 | 91.52 | 88.17 | 88.84 | 87.44 | 91.09 | 87.41 | 87.74 | 90.18 |
| 162 | 372 | 96 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.15 | 88.90 | 90.75 | 89.57 | 90.29 | 89.02 | 89.53 | 90.45 | 91.04 | 89.81 | 90.90 | 89.45 | 88.09 | 90.62 | 87.71 | 90.98 | 91.03 | 91.37 | 89.56 | 90.70 | 89.20 | 88.14 | 91.39 | 87.35 | 89.21 | 88.62 |
| 163 | 372 | 96 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.47 | 88.80 | 90.79 | 90.22 | 88.83 | 88.58 | 88.82 | 89.39 | 90.57 | 89.13 | 87.98 | 89.52 | 89.31 | 89.89 | 89.22 | 91.38 | 90.03 | 91.36 | 90.65 | 87.80 | 88.74 | 88.67 | 89.13 | 87.60 | 89.73 | 88.61 |
| 164 | 372 | 104 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.78 | 88.55 | 90.03 | 89.63 | 87.80 | 88.21 | 88.91 | 89.19 | 90.31 | 89.25 | 89.66 | 88.75 | 87.74 | 90.71 | 89.10 | 87.97 | 89.68 | 88.31 | 89.39 | 88.01 | 89.39 | 88.06 | 90.42 | 88.28 | 87.64 | 89.29 |
| 165 | 372 | 104 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.83 | 88.51 | 90.33 | 91.03 | 89.25 | 89.34 | 90.05 | 91.12 | 87.86 | 89.23 | 89.08 | 89.81 | 89.25 | 89.67 | 88.35 | 89.39 | 89.43 | 90.54 | 90.26 | 89.18 | 89.92 | 88.96 | 90.62 | 88.71 | 90.25 | 90.18 |
| 166 | 372 | 104 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.45 | 88.14 | 89.58 | 88.25 | 89.82 | 88.85 | 89.74 | 89.82 | 89.66 | 89.82 | 89.53 | 86.79 | 88.53 | 88.71 | 87.18 | 88.44 | 89.01 | 89.43 | 88.32 | 89.27 | 90.08 | 88.04 | 90.68 | 88.06 | 86.87 | 88.13 |
| 167 | 372 | 104 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.14 | 89.30 | 89.30 | 88.32 | 90.66 | 88.25 | 89.62 | 89.73 | 90.52 | 88.91 | 89.94 | 86.98 | 90.08 | 90.76 | 89.09 | 90.53 | 89.36 | 90.20 | 90.03 | 89.53 | 90.45 | 88.20 | 88.95 | 88.27 | 88.85 | 88.76 |
| 168 | 372 | 96 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.01 | 88.92 | 88.21 | 87.94 | 88.45 | 90.47 | 90.53 | 87.68 | 88.96 | 89.43 | 89.27 | 86.34 | 91.02 | 90.60 | 87.67 | 89.79 | 88.85 | 87.03 | 89.54 | 86.80 | 89.02 | 86.96 | 89.37 | 89.06 | 88.37 | 87.51 |
| 169 | 372 | 96 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.21 | 88.87 | 89.68 | 88.17 | 89.04 | 89.48 | 90.94 | 89.85 | 89.07 | 90.09 | 90.12 | 90.48 | 90.60 | 90.10 | 88.76 | 89.86 | 90.29 | 89.81 | 91.56 | 89.68 | 90.74 | 87.42 | 90.43 | 90.01 | 89.23 | 86.41 |
| 170 | 372 | 96 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.69 | 87.04 | 87.46 | 88.24 | 89.83 | 88.14 | 89.09 | 87.53 | 89.26 | 87.91 | 89.62 | 86.59 | 89.34 | 88.15 | 86.99 | 88.31 | 89.16 | 89.04 | 90.09 | 88.05 | 88.27 | 86.75 | 91.22 | 87.77 | 90.30 | 87.92 |
| 171 | 372 | 96 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.29 | 89.00 | 90.30 | 88.74 | 88.14 | 89.29 | 89.39 | 87.15 | 89.09 | 89.97 | 90.02 | 87.76 | 88.08 | 89.17 | 86.93 | 88.63 | 89.03 | 88.15 | 88.78 | 87.80 | 87.68 | 89.78 | 89.28 | 89.39 | 86.95 | 89.00 |
| 172 | 372 | 104 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.40 | 87.55 | 89.97 | 86.71 | 88.38 | 87.02 | 90.82 | 86.18 | 89.08 | 90.00 | 85.72 | 87.65 | 87.73 | 88.82 | 90.22 | 88.77 | 90.00 | 89.47 | 88.82 | 88.12 | 88.33 | 88.64 | 87.95 | 86.56 | 89.97 | 87.44 |
| 173 | 372 | 104 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 85.31 | 88.79 | 89.44 | 88.28 | 89.31 | 89.28 | 91.16 | 87.19 | 89.26 | 90.89 | 89.35 | 88.49 | 88.78 | 90.20 | 89.05 | 91.28 | 89.58 | 90.49 | 90.31 | 87.61 | 90.50 | 90.62 | 89.75 | 88.80 | 88.85 | 87.48 |
| 174 | 372 | 104 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 85.29 | 87.98 | 87.80 | 87.36 | 89.16 | 88.98 | 87.00 | 88.87 | 89.86 | 87.87 | 87.95 | 87.77 | 88.21 | 90.85 | 88.84 | 90.11 | 89.65 | 88.77 | 89.32 | 89.48 | 89.25 | 86.38 | 90.80 | 88.58 | 88.10 | 88.30 |
| 175 | 372 | 104 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.12 | 87.23 | 88.71 | 87.15 | 88.33 | 87.05 | 89.17 | 87.15 | 87.87 | 85.65 | 86.23 | 90.26 | 88.31 | 90.50 | 86.78 | 89.12 | 89.72 | 88.78 | 88.96 | 87.12 | 88.17 | 88.65 | 85.76 | 88.84 | 89.26 | 86.22 |
| 176 | 372 | 96 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 89.06 | 89.36 | 87.65 | 89.80 | 89.15 | 88.91 | 89.35 | 89.69 | 88.26 | 88.96 | 90.96 | 89.26 | 89.36 | 89.56 | 89.07 | 89.93 | 89.12 | 90.43 | 91.03 | 88.32 | 88.95 | 88.58 | 91.40 | 88.47 | 90.87 | 89.89 |
| 177 | 372 | 96 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 85.96 | 89.46 | 88.70 | 89.11 | 87.28 | 88.69 | 88.29 | 89.81 | 89.60 | 89.12 | 89.45 | 89.66 | 88.93 | 89.03 | 88.22 | 88.09 | 89.37 | 90.17 | 89.61 | 89.27 | 88.02 | 87.98 | 90.93 | 88.87 | 90.44 | 89.59 |
| 178 | 372 | 96 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.44 | 88.86 | 89.09 | 89.72 | 89.68 | 88.63 | 88.13 | 89.53 | 90.21 | 88.90 | 88.17 | 88.73 | 84.33 | 88.18 | 89.67 | 88.70 | 89.84 | 90.26 | 90.32 | 90.32 | 88.58 | 88.86 | 90.83 | 88.34 | 89.72 | 87.99 |
| 179 | 372 | 96 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.24 | 87.24 | 88.58 | 89.54 | 88.36 | 87.57 | 89.82 | 88.78 | 88.88 | 89.32 | 89.88 | 89.27 | 89.21 | 90.06 | 87.84 | 90.25 | 90.03 | 88.17 | 89.61 | 90.74 | 89.49 | 88.07 | 90.11 | 85.88 | 87.02 | 89.33 |
| 180 | 372 | 104 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.14 | 89.38 | 90.25 | 87.61 | 88.11 | 89.18 | 88.87 | 89.63 | 87.91 | 89.97 | 88.42 | 87.12 | 89.90 | 89.15 | 89.18 | 90.51 | 91.16 | 89.31 | 88.69 | 88.98 | 89.80 | 87.99 | 89.39 | 88.83 | 88.83 | 89.48 |
| 181 | 372 | 104 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 90.05 | 88.97 | 89.09 | 89.06 | 89.94 | 89.72 | 88.83 | 88.41 | 89.59 | 89.54 | 89.56 | 87.26 | 89.43 | 89.29 | 89.50 | 90.07 | 90.04 | 89.80 | 88.97 | 88.12 | 89.20 | 87.85 | 90.72 | 89.30 | 90.58 | 89.80 |
| 182 | 372 | 104 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.05 | 89.39 | 88.47 | 88.53 | 87.63 | 87.44 | 88.43 | 88.91 | 88.75 | 87.70 | 88.52 | 87.75 | 90.16 | 89.36 | 87.91 | 88.77 | 88.86 | 87.83 | 89.99 | 90.74 | 88.93 | 88.46 | 90.39 | 88.57 | 90.45 | 87.28 |
| 183 | 372 | 104 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.11 | 87.25 | 90.11 | 87.32 | 89.17 | 88.52 | 90.10 | 88.32 | 90.41 | 88.69 | 90.28 | 88.52 | 87.65 | 89.80 | 87.40 | 90.35 | 91.10 | 89.36 | 88.52 | 89.60 | 87.81 | 86.73 | 90.11 | 88.88 | 91.22 | 87.15 |
| 184 | 372 | 96 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 90.51 | 88.90 | 89.23 | 88.03 | 89.60 | 89.29 | 91.49 | 87.50 | 89.26 | 90.24 | 90.68 | 88.52 | 89.37 | 88.36 | 86.89 | 90.69 | 90.09 | 90.15 | 90.56 | 89.78 | 90.12 | 89.32 | 91.16 | 89.12 | 88.97 | 88.86 |
| 185 | 372 | 96 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.59 | 88.88 | 90.22 | 88.85 | 88.90 | 89.23 | 89.04 | 89.88 | 90.12 | 89.86 | 88.53 | 89.54 | 89.36 | 89.13 | 88.52 | 89.88 | 89.75 | 89.83 | 90.06 | 89.64 | 89.92 | 89.33 | 90.99 | 87.77 | 89.09 | 88.82 |
| 186 | 372 | 96 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.54 | 89.46 | 89.57 | 88.82 | 90.16 | 86.45 | 89.17 | 86.97 | 90.04 | 90.50 | 90.58 | 88.70 | 88.98 | 89.01 | 87.08 | 90.06 | 89.80 | 88.65 | 88.04 | 90.31 | 89.37 | 89.56 | 90.28 | 88.37 | 89.35 | 88.58 |
| 187 | 372 | 96 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.06 | 88.76 | 89.64 | 88.75 | 89.47 | 87.61 | 87.31 | 89.84 | 87.33 | 89.13 | 89.49 | 87.19 | 89.63 | 88.77 | 88.36 | 89.17 | 89.42 | 89.32 | 90.61 | 89.84 | 89.70 | 86.94 | 89.76 | 89.52 | 89.17 | 87.88 |
| 188 | 372 | 104 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.05 | 89.28 | 90.60 | 88.49 | 89.45 | 88.31 | 87.78 | 89.58 | 89.23 | 90.40 | 88.70 | 88.39 | 88.61 | 90.92 | 87.96 | 89.43 | 89.98 | 89.28 | 91.66 | 89.73 | 87.67 | 89.50 | 90.64 | 88.92 | 90.19 | 89.03 |
| 189 | 372 | 104 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.64 | 87.77 | 90.21 | 89.63 | 89.25 | 89.45 | 90.28 | 89.78 | 89.04 | 91.21 | 90.37 | 89.49 | 89.16 | 91.21 | 89.39 | 91.16 | 89.77 | 90.53 | 89.86 | 89.03 | 89.44 | 88.69 | 90.37 | 89.51 | 89.25 | 87.72 |
| 190 | 372 | 104 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.36 | 89.22 | 91.09 | 87.78 | 87.76 | 86.48 | 89.86 | 89.54 | 90.66 | 90.85 | 90.03 | 87.05 | 87.58 | 90.80 | 88.79 | 91.61 | 88.70 | 89.44 | 89.66 | 89.78 | 88.71 | 88.80 | 91.01 | 89.01 | 90.02 | 90.41 |
| 191 | 372 | 104 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.02 | 89.24 | 90.42 | 87.80 | 89.30 | 89.52 | 88.71 | 86.65 | 88.01 | 89.82 | 89.41 | 88.85 | 89.80 | 90.45 | 91.26 | 89.89 | 88.00 | 90.47 | 90.53 | 88.47 | 88.60 | 88.17 | 90.01 | 89.59 | 90.37 | 89.07 |
| 192 | 372 | 96 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 86.27 | 87.45 | 89.31 | 89.10 | 88.62 | 89.15 | 90.34 | 90.27 | 89.68 | 90.01 | 87.97 | 83.02 | 88.05 | 90.23 | 89.01 | 90.20 | 89.20 | 89.26 | 89.47 | 87.42 | 89.21 | 87.19 | 89.72 | 87.97 | 87.30 | 85.53 |
| 193 | 372 | 96 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.74 | 88.26 | 91.01 | 87.34 | 89.45 | 89.27 | 87.95 | 88.03 | 89.85 | 89.86 | 90.30 | 86.07 | 88.80 | 88.81 | 87.27 | 89.08 | 88.40 | 91.33 | 89.08 | 87.57 | 85.28 | 88.17 | 90.42 | 87.25 | 86.90 | 87.23 |
| 194 | 372 | 96 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 87.08 | 86.88 | 89.62 | 88.86 | 87.63 | 87.30 | 87.62 | 90.42 | 89.64 | 86.01 | 85.80 | 89.11 | 88.95 | 90.05 | 86.65 | 87.09 | 89.67 | 87.43 | 90.28 | 89.02 | 88.30 | 88.57 | 89.56 | 88.10 | 90.13 | 85.95 |
| 195 | 372 | 96 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.21 | 89.75 | 89.10 | 87.06 | 88.81 | 87.52 | 83.79 | 88.39 | 90.04 | 88.40 | 89.06 | 87.93 | 88.68 | 89.74 | 87.75 | 89.75 | 88.56 | 88.72 | 88.89 | 90.08 | 87.96 | 87.55 | 88.70 | 89.03 | 88.51 | 86.59 |
| 196 | 372 | 104 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 86.83 | 87.26 | 89.33 | 87.27 | 87.41 | 87.88 | 88.76 | 89.12 | 89.74 | 88.31 | 89.98 | 86.87 | 88.96 | 87.67 | 87.87 | 89.03 | 90.46 | 88.76 | 88.95 | 89.12 | 89.42 | 88.74 | 89.74 | 88.68 | 87.06 | 88.50 |
| 197 | 372 | 104 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 87.91 | 89.79 | 89.20 | 88.32 | 88.39 | 89.52 | 89.61 | 89.63 | 88.48 | 88.94 | 87.58 | 89.33 | 89.83 | 89.47 | 88.66 | 89.28 | 88.87 | 88.84 | 88.95 | 91.26 | 89.76 | 89.04 | 89.76 | 89.57 | 88.88 | 89.97 |
| 198 | 372 | 104 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.12 | 89.07 | 90.71 | 87.68 | 86.45 | 87.83 | 88.23 | 88.27 | 89.57 | 90.56 | 87.93 | 86.34 | 89.16 | 88.43 | 89.11 | 88.86 | 88.74 | 89.90 | 90.84 | 89.17 | 87.17 | 88.89 | 89.71 | 87.68 | 88.95 | 88.08 |
| 199 | 372 | 104 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.55 | 88.29 | 89.16 | 87.16 | 89.16 | 89.93 | 89.20 | 89.46 | 87.59 | 88.67 | 90.70 | 83.56 | 89.27 | 90.85 | 88.80 | 88.40 | 88.40 | 88.45 | 88.80 | 88.85 | 88.33 | 86.70 | 90.84 | 87.05 | 87.86 | 88.18 |
| 200 | 372 | 96 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 89.33 | 88.68 | 90.41 | 89.64 | 90.10 | 88.58 | 90.40 | 88.04 | 89.10 | 90.23 | 89.93 | 89.91 | 88.72 | 90.38 | 88.46 | 89.99 | 91.06 | 89.89 | 91.21 | 88.79 | 89.83 | 90.35 | 90.96 | 88.93 | 89.18 | 88.33 |
| 201 | 372 | 96 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.09 | 89.39 | 89.57 | 86.68 | 89.74 | 88.72 | 88.19 | 87.31 | 88.79 | 89.28 | 90.34 | 88.90 | 91.34 | 88.48 | 89.00 | 90.65 | 89.69 | 90.81 | 87.24 | 89.40 | 88.22 | 88.24 | 90.19 | 86.54 | 87.74 | 89.04 |
| 202 | 372 | 96 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 90.67 | 89.34 | 88.49 | 88.13 | 88.69 | 87.89 | 88.09 | 89.48 | 85.76 | 88.18 | 87.71 | 88.81 | 88.88 | 89.52 | 88.82 | 87.62 | 90.84 | 88.17 | 89.60 | 88.45 | 89.70 | 88.59 | 90.18 | 87.50 | 86.22 | 88.03 |
| 203 | 372 | 96 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.31 | 89.04 | 86.74 | 87.39 | 90.37 | 90.08 | 88.27 | 89.00 | 88.65 | 89.80 | 89.90 | 86.68 | 88.40 | 91.14 | 87.40 | 89.09 | 90.09 | 89.80 | 91.01 | 89.91 | 90.14 | 88.14 | 90.67 | 90.96 | 89.81 | 86.74 |
| 204 | 372 | 104 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.60 | 89.18 | 88.00 | 89.71 | 88.70 | 88.07 | 88.97 | 86.62 | 89.52 | 90.92 | 87.65 | 87.25 | 89.16 | 89.32 | 89.21 | 89.74 | 89.84 | 90.26 | 89.68 | 89.09 | 88.85 | 87.99 | 88.16 | 88.77 | 89.41 | 87.33 |
| 205 | 372 | 104 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.77 | 88.92 | 90.01 | 88.06 | 88.30 | 90.03 | 88.96 | 88.64 | 88.85 | 90.26 | 91.21 | 86.90 | 89.15 | 90.87 | 90.64 | 89.38 | 89.32 | 90.20 | 89.35 | 90.85 | 90.77 | 87.78 | 92.09 | 89.15 | 89.57 | 88.15 |
| 206 | 372 | 104 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.58 | 88.61 | 88.66 | 89.40 | 88.11 | 86.97 | 88.90 | 89.86 | 88.70 | 88.56 | 90.85 | 89.72 | 88.56 | 90.07 | 88.27 | 89.06 | 89.42 | 89.35 | 89.93 | 89.34 | 88.43 | 89.09 | 89.39 | 87.06 | 89.73 | 87.77 |
| 207 | 372 | 104 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.86 | 91.27 | 88.55 | 88.48 | 87.36 | 86.58 | 88.80 | 88.86 | 88.70 | 90.97 | 85.83 | 88.57 | 87.25 | 90.46 | 88.03 | 89.68 | 90.07 | 90.83 | 90.19 | 88.30 | 89.99 | 88.23 | 91.76 | 88.26 | 89.70 | 88.99 |
| 208 | 372 | 96 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 91.17 | 89.46 | 89.02 | 89.05 | 89.09 | 88.59 | 88.12 | 87.76 | 88.46 | 90.69 | 90.54 | 87.29 | 89.28 | 89.02 | 88.42 | 90.13 | 89.39 | 89.29 | 90.62 | 89.92 | 89.44 | 88.34 | 91.55 | 89.58 | 90.11 | 89.16 |
| 209 | 372 | 96 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.12 | 89.61 | 89.89 | 89.55 | 89.84 | 86.83 | 88.81 | 88.34 | 90.06 | 89.95 | 88.35 | 88.42 | 90.09 | 88.42 | 86.70 | 91.09 | 88.58 | 90.91 | 89.30 | 88.46 | 89.67 | 89.03 | 90.73 | 88.39 | 89.73 | 90.48 |
| 210 | 372 | 96 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 90.13 | 87.27 | 88.45 | 89.33 | 87.25 | 88.84 | 88.90 | 89.42 | 89.65 | 89.36 | 90.04 | 88.08 | 88.86 | 89.65 | 87.71 | 89.36 | 89.86 | 89.78 | 87.77 | 88.85 | 89.34 | 88.24 | 89.19 | 89.47 | 90.55 | 88.93 |
| 211 | 372 | 96 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.58 | 89.25 | 90.73 | 89.27 | 89.87 | 88.99 | 89.83 | 89.15 | 89.99 | 89.75 | 89.13 | 89.47 | 88.78 | 89.51 | 88.04 | 89.78 | 90.75 | 90.41 | 91.91 | 90.02 | 89.07 | 88.53 | 91.86 | 89.12 | 89.40 | 88.35 |
| 212 | 372 | 104 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 91.06 | 89.98 | 89.74 | 89.51 | 89.34 | 89.05 | 91.28 | 87.30 | 89.34 | 89.07 | 89.06 | 88.24 | 88.70 | 90.61 | 89.11 | 89.10 | 90.70 | 90.29 | 89.04 | 90.51 | 90.28 | 88.07 | 89.80 | 88.95 | 88.02 | 88.22 |
| 213 | 372 | 104 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.84 | 87.83 | 89.78 | 89.20 | 89.65 | 88.02 | 89.67 | 87.67 | 89.34 | 89.19 | 88.82 | 88.72 | 89.17 | 89.00 | 89.39 | 89.52 | 90.37 | 89.86 | 90.81 | 90.59 | 90.72 | 87.21 | 89.82 | 89.15 | 89.11 | 86.66 |
| 214 | 372 | 104 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.11 | 88.26 | 88.64 | 86.19 | 88.79 | 87.39 | 89.19 | 90.24 | 90.83 | 89.82 | 90.53 | 88.31 | 88.69 | 90.55 | 89.21 | 90.11 | 89.44 | 89.89 | 88.70 | 89.57 | 87.82 | 89.30 | 90.40 | 88.15 | 89.03 | 88.77 |
| 215 | 372 | 104 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.72 | 89.97 | 90.24 | 88.12 | 89.31 | 89.62 | 89.42 | 88.98 | 89.71 | 91.82 | 90.58 | 89.15 | 88.98 | 89.61 | 89.35 | 89.75 | 88.85 | 90.10 | 90.60 | 89.40 | 89.59 | 88.85 | 90.02 | 88.25 | 89.93 | 87.09 |
| 216 | 372 | 96 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.76 | 88.04 | 90.38 | 87.41 | 89.45 | 88.54 | 89.21 | 87.61 | 88.62 | 87.12 | 87.95 | 87.66 | 88.83 | 89.61 | 88.67 | 89.01 | 88.29 | 90.04 | 91.09 | 88.66 | 89.56 | 88.33 | 90.45 | 88.89 | 90.02 | 87.01 |
| 217 | 372 | 96 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.20 | 86.56 | 87.39 | 88.37 | 87.54 | 90.06 | 90.81 | 89.78 | 87.39 | 88.72 | 89.26 | 85.69 | 91.06 | 90.68 | 88.61 | 89.01 | 90.46 | 90.85 | 90.83 | 89.31 | 89.00 | 87.42 | 91.43 | 87.57 | 90.46 | 88.32 |
| 218 | 372 | 96 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.60 | 88.17 | 88.43 | 89.40 | 88.34 | 87.67 | 88.68 | 87.16 | 90.02 | 87.19 | 88.21 | 88.02 | 89.34 | 89.20 | 87.16 | 88.51 | 89.23 | 90.79 | 87.74 | 88.51 | 86.62 | 87.02 | 89.98 | 87.32 | 86.95 | 86.42 |
| 219 | 372 | 96 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.06 | 87.81 | 89.36 | 88.81 | 88.43 | 87.64 | 88.91 | 89.47 | 89.15 | 89.63 | 87.81 | 88.19 | 89.29 | 91.45 | 88.77 | 89.15 | 89.71 | 90.01 | 89.46 | 88.92 | 88.90 | 86.67 | 89.06 | 88.34 | 88.39 | 88.11 |
| 220 | 372 | 104 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 86.23 | 87.32 | 87.89 | 88.59 | 87.05 | 86.73 | 88.54 | 88.53 | 89.06 | 86.29 | 89.05 | 87.54 | 87.62 | 89.14 | 87.14 | 87.26 | 85.67 | 89.58 | 90.77 | 89.25 | 89.89 | 87.18 | 88.16 | 87.99 | 87.59 | 88.04 |
| 221 | 372 | 104 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.18 | 87.90 | 87.77 | 86.95 | 88.53 | 87.98 | 87.56 | 88.58 | 89.59 | 87.25 | 88.68 | 88.90 | 87.27 | 90.12 | 86.33 | 88.46 | 88.52 | 88.22 | 89.75 | 87.68 | 88.98 | 87.54 | 89.35 | 88.74 | 87.37 | 87.96 |
| 222 | 372 | 104 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.34 | 88.86 | 89.14 | 87.43 | 89.24 | 88.70 | 89.21 | 89.96 | 89.61 | 90.18 | 89.28 | 87.17 | 88.44 | 90.42 | 86.94 | 89.57 | 89.09 | 89.12 | 91.79 | 89.64 | 90.35 | 88.60 | 89.69 | 89.07 | 86.86 | 88.75 |
| 223 | 372 | 104 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.23 | 89.87 | 89.65 | 86.83 | 88.96 | 89.48 | 88.68 | 88.46 | 90.03 | 89.00 | 90.77 | 88.09 | 89.54 | 88.36 | 87.45 | 89.93 | 90.62 | 89.14 | 89.32 | 91.00 | 89.30 | 88.14 | 90.98 | 86.55 | 88.70 | 87.86 |
| 224 | 372 | 96 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.11 | 88.48 | 89.41 | 89.25 | 89.54 | 88.86 | 88.31 | 87.38 | 89.85 | 88.91 | 89.14 | 86.82 | 88.63 | 91.37 | 88.61 | 89.99 | 90.13 | 89.58 | 89.55 | 89.18 | 88.76 | 90.25 | 87.43 | 87.76 | 87.75 | 89.35 |
| 225 | 372 | 96 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.91 | 86.79 | 88.46 | 87.24 | 89.94 | 87.70 | 89.24 | 90.03 | 90.45 | 89.74 | 90.44 | 87.68 | 89.56 | 89.93 | 89.43 | 90.17 | 88.82 | 89.64 | 89.96 | 90.10 | 89.33 | 87.28 | 90.12 | 88.89 | 89.43 | 87.93 |
| 226 | 372 | 96 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.30 | 87.12 | 88.28 | 89.06 | 88.46 | 87.85 | 90.53 | 90.17 | 90.17 | 91.24 | 89.27 | 90.54 | 90.42 | 90.31 | 87.45 | 90.24 | 90.05 | 88.78 | 91.15 | 89.74 | 89.77 | 88.89 | 91.01 | 88.98 | 90.92 | 88.68 |
| 227 | 372 | 96 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.08 | 88.76 | 89.92 | 88.08 | 88.99 | 87.71 | 89.35 | 87.05 | 89.66 | 90.60 | 90.35 | 89.25 | 89.35 | 89.54 | 90.03 | 89.59 | 91.32 | 89.45 | 88.97 | 90.01 | 89.76 | 88.77 | 90.94 | 87.88 | 90.76 | 88.72 |
| 228 | 372 | 104 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.98 | 88.99 | 91.19 | 88.52 | 87.29 | 87.93 | 88.22 | 88.32 | 89.90 | 88.90 | 88.77 | 88.15 | 88.90 | 91.57 | 90.01 | 89.27 | 88.45 | 89.99 | 90.08 | 89.54 | 89.70 | 87.64 | 89.93 | 88.38 | 88.94 | 86.88 |
| 229 | 372 | 104 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.20 | 89.51 | 88.65 | 88.05 | 89.09 | 89.38 | 90.80 | 90.13 | 89.78 | 85.94 | 90.50 | 87.92 | 87.05 | 89.37 | 89.25 | 90.63 | 89.77 | 90.30 | 89.74 | 90.38 | 90.42 | 87.54 | 91.18 | 90.17 | 89.72 | 88.19 |
| 230 | 372 | 104 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.41 | 89.72 | 89.44 | 88.92 | 91.31 | 88.47 | 88.16 | 89.71 | 88.26 | 89.17 | 91.40 | 86.14 | 89.11 | 88.95 | 88.95 | 90.61 | 89.92 | 90.99 | 90.34 | 89.44 | 89.62 | 89.39 | 91.30 | 89.55 | 89.81 | 89.30 |
| 231 | 372 | 104 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 85.41 | 89.57 | 88.08 | 86.80 | 89.65 | 90.72 | 89.02 | 91.10 | 90.43 | 91.08 | 89.19 | 89.03 | 89.44 | 90.17 | 89.63 | 88.96 | 91.09 | 91.71 | 89.69 | 88.73 | 89.42 | 88.69 | 91.26 | 89.18 | 89.82 | 89.88 |
| 232 | 372 | 96 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.14 | 88.88 | 89.74 | 89.22 | 90.84 | 90.02 | 89.29 | 89.84 | 87.94 | 90.47 | 88.10 | 88.18 | 89.40 | 89.32 | 87.55 | 89.81 | 89.71 | 89.91 | 90.34 | 89.60 | 89.49 | 89.78 | 87.29 | 86.39 | 88.74 | 89.71 |
| 233 | 372 | 96 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.75 | 90.06 | 91.08 | 89.28 | 88.66 | 89.30 | 90.04 | 89.20 | 88.38 | 90.55 | 87.99 | 87.22 | 88.66 | 89.04 | 86.82 | 89.64 | 90.27 | 90.83 | 91.31 | 89.69 | 89.74 | 87.11 | 92.13 | 88.70 | 88.79 | 88.17 |
| 234 | 372 | 96 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.60 | 89.08 | 88.81 | 90.59 | 90.31 | 89.40 | 89.68 | 88.98 | 87.67 | 89.16 | 90.09 | 89.03 | 90.12 | 90.85 | 87.19 | 91.97 | 89.80 | 90.56 | 90.30 | 88.87 | 88.59 | 88.42 | 91.17 | 87.39 | 88.31 | 87.37 |
| 235 | 372 | 96 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.22 | 89.05 | 90.28 | 90.11 | 89.20 | 88.21 | 89.88 | 87.42 | 89.75 | 88.59 | 89.17 | 89.56 | 88.50 | 89.74 | 89.28 | 89.14 | 91.04 | 90.21 | 89.62 | 88.41 | 89.66 | 89.40 | 90.56 | 89.68 | 89.86 | 88.83 |
| 236 | 372 | 104 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.36 | 89.27 | 86.24 | 88.01 | 88.76 | 89.76 | 90.94 | 89.40 | 89.32 | 89.30 | 88.61 | 88.49 | 88.46 | 89.34 | 89.66 | 91.34 | 89.18 | 88.30 | 90.52 | 89.79 | 88.84 | 88.97 | 89.13 | 90.17 | 88.40 | 89.27 |
| 237 | 372 | 104 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.74 | 90.28 | 91.83 | 89.41 | 90.44 | 89.28 | 89.55 | 88.97 | 91.62 | 88.79 | 92.20 | 88.28 | 88.42 | 89.72 | 87.32 | 88.31 | 90.45 | 90.37 | 90.33 | 89.42 | 87.31 | 89.76 | 93.47 | 84.99 | 90.06 | 87.76 |
| 238 | 372 | 104 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.97 | 87.29 | 89.17 | 87.27 | 89.38 | 89.53 | 89.78 | 88.11 | 89.69 | 88.47 | 90.73 | 88.44 | 89.45 | 88.91 | 88.29 | 89.42 | 89.81 | 89.34 | 89.79 | 88.45 | 89.23 | 87.50 | 89.91 | 88.65 | 90.60 | 90.02 |
| 239 | 372 | 104 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.51 | 88.54 | 89.88 | 89.12 | 89.60 | 89.07 | 91.43 | 89.45 | 88.77 | 90.51 | 88.89 | 87.56 | 89.47 | 91.85 | 89.56 | 90.12 | 89.81 | 89.94 | 91.29 | 89.19 | 88.64 | 88.93 | 90.06 | 89.33 | 89.10 | 89.41 |
| 240 | 372 | 96 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.45 | 85.83 | 89.06 | 88.65 | 87.88 | 88.20 | 90.11 | 87.58 | 87.91 | 88.90 | 89.41 | 88.01 | 86.97 | 90.06 | 88.85 | 89.37 | 90.23 | 89.49 | 89.39 | 88.57 | 89.32 | 88.74 | 89.02 | 87.53 | 87.80 | 86.57 |
| 241 | 372 | 96 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.78 | 89.28 | 88.77 | 87.80 | 88.11 | 89.74 | 88.72 | 88.85 | 87.82 | 88.18 | 89.51 | 90.49 | 89.91 | 92.12 | 88.24 | 90.01 | 88.57 | 90.64 | 91.13 | 89.59 | 91.03 | 87.75 | 89.12 | 87.00 | 89.52 | 87.05 |
| 242 | 372 | 96 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.57 | 89.49 | 87.99 | 88.68 | 89.81 | 88.32 | 86.44 | 86.64 | 88.04 | 88.91 | 89.52 | 89.34 | 89.70 | 87.86 | 88.35 | 89.46 | 87.53 | 89.79 | 88.09 | 87.00 | 90.52 | 87.64 | 89.73 | 89.47 | 89.69 | 87.76 |
| 243 | 372 | 96 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.60 | 87.27 | 85.81 | 87.52 | 88.63 | 86.76 | 89.68 | 88.14 | 88.37 | 88.46 | 89.04 | 85.55 | 87.98 | 91.55 | 87.61 | 86.52 | 89.19 | 89.11 | 87.60 | 87.70 | 88.14 | 88.19 | 91.14 | 88.99 | 88.30 | 88.67 |
| 244 | 372 | 104 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.82 | 89.43 | 88.37 | 88.05 | 86.97 | 86.09 | 87.52 | 88.61 | 86.73 | 88.77 | 87.02 | 88.14 | 87.95 | 89.43 | 88.11 | 88.89 | 90.02 | 89.85 | 88.63 | 87.28 | 87.71 | 88.45 | 92.35 | 88.75 | 87.35 | 88.29 |
| 245 | 372 | 104 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.99 | 88.88 | 87.93 | 88.97 | 89.54 | 88.77 | 87.46 | 86.85 | 90.56 | 88.88 | 88.99 | 86.54 | 88.03 | 88.17 | 86.89 | 88.85 | 90.69 | 90.00 | 90.27 | 87.92 | 89.93 | 88.58 | 89.78 | 86.45 | 89.81 | 88.16 |
| 246 | 372 | 104 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.94 | 89.30 | 90.01 | 88.05 | 88.95 | 90.52 | 89.77 | 89.30 | 88.98 | 88.94 | 90.32 | 87.60 | 88.43 | 89.72 | 87.94 | 89.94 | 89.24 | 90.14 | 89.71 | 87.90 | 89.10 | 89.18 | 90.67 | 89.60 | 89.85 | 90.34 |
| 247 | 372 | 104 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 90.25 | 89.27 | 89.67 | 88.85 | 89.45 | 87.17 | 88.07 | 89.70 | 89.88 | 85.09 | 88.76 | 87.26 | 88.60 | 90.12 | 88.17 | 90.69 | 89.52 | 89.05 | 91.04 | 89.33 | 90.60 | 88.36 | 88.64 | 88.41 | 87.35 | 88.42 |
| 248 | 372 | 96 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 89.24 | 88.68 | 89.68 | 88.24 | 89.43 | 89.21 | 89.81 | 89.33 | 91.21 | 89.06 | 88.08 | 87.78 | 89.36 | 89.44 | 87.56 | 89.46 | 88.97 | 89.79 | 90.62 | 88.61 | 90.06 | 87.63 | 92.19 | 88.05 | 89.79 | 89.97 |
| 249 | 372 | 96 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.54 | 88.88 | 90.25 | 90.26 | 89.70 | 88.12 | 90.45 | 88.90 | 88.05 | 90.15 | 90.62 | 87.53 | 89.09 | 89.54 | 88.81 | 88.32 | 90.68 | 90.23 | 90.46 | 89.87 | 88.81 | 87.47 | 90.52 | 89.50 | 87.84 | 89.40 |
| 250 | 372 | 96 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.76 | 90.44 | 89.32 | 89.59 | 87.51 | 88.12 | 87.15 | 88.28 | 89.31 | 89.18 | 88.65 | 89.09 | 89.89 | 90.33 | 87.43 | 90.15 | 89.73 | 90.66 | 88.92 | 90.12 | 89.51 | 89.15 | 89.89 | 89.66 | 88.94 | 89.49 |
| 251 | 372 | 96 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.28 | 88.41 | 90.92 | 88.42 | 89.67 | 88.25 | 89.88 | 88.83 | 90.37 | 89.59 | 90.55 | 87.53 | 88.55 | 88.43 | 87.76 | 89.15 | 90.22 | 88.57 | 90.68 | 89.35 | 89.13 | 88.97 | 90.68 | 88.91 | 89.28 | 89.93 |
| 252 | 372 | 104 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.42 | 87.60 | 89.16 | 87.46 | 88.81 | 88.02 | 88.36 | 88.60 | 89.94 | 89.82 | 89.46 | 89.18 | 88.71 | 91.05 | 89.38 | 89.20 | 88.84 | 89.51 | 90.04 | 88.81 | 90.04 | 88.33 | 91.99 | 89.21 | 90.41 | 89.11 |
| 253 | 372 | 104 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.73 | 89.93 | 90.15 | 88.16 | 90.41 | 88.39 | 89.39 | 87.83 | 89.54 | 89.36 | 92.05 | 84.51 | 88.60 | 89.63 | 90.16 | 89.67 | 88.88 | 90.25 | 90.27 | 87.40 | 90.67 | 87.66 | 88.51 | 89.10 | 91.13 | 89.19 |
| 254 | 372 | 104 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.05 | 89.36 | 89.43 | 89.99 | 89.12 | 86.72 | 89.02 | 89.51 | 87.36 | 88.59 | 89.20 | 87.74 | 87.21 | 89.44 | 87.72 | 91.05 | 90.25 | 89.85 | 90.55 | 89.35 | 90.14 | 87.36 | 92.44 | 88.20 | 89.73 | 87.87 |
| 255 | 372 | 104 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.70 | 87.93 | 88.89 | 88.32 | 88.97 | 88.76 | 89.89 | 89.76 | 89.41 | 89.52 | 87.65 | 87.41 | 86.49 | 89.25 | 86.08 | 90.08 | 89.77 | 88.83 | 90.11 | 88.13 | 88.78 | 88.46 | 90.52 | 87.64 | 90.33 | 89.62 |
| 256 | 372 | 96 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 89.28 | 88.38 | 88.14 | 90.10 | 89.69 | 88.44 | 90.15 | 88.26 | 89.40 | 88.94 | 89.50 | 88.74 | 89.78 | 89.64 | 89.00 | 87.72 | 89.45 | 89.91 | 90.53 | 89.86 | 90.11 | 88.72 | 89.87 | 88.67 | 87.40 | 90.18 |
| 257 | 372 | 96 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.43 | 88.39 | 89.92 | 89.07 | 89.55 | 90.36 | 89.66 | 88.92 | 89.31 | 90.34 | 89.87 | 88.04 | 88.41 | 87.21 | 88.23 | 88.50 | 90.21 | 88.45 | 90.81 | 87.68 | 90.10 | 87.71 | 91.22 | 88.57 | 89.12 | 90.20 |
| 258 | 372 | 96 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.57 | 88.70 | 89.23 | 89.45 | 90.39 | 88.83 | 87.62 | 89.88 | 88.60 | 88.63 | 90.27 | 88.36 | 89.14 | 90.31 | 88.26 | 90.24 | 88.37 | 90.06 | 90.63 | 90.14 | 89.53 | 88.83 | 90.17 | 88.20 | 90.29 | 88.15 |
| 259 | 372 | 96 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 90.75 | 88.47 | 90.63 | 89.37 | 90.62 | 89.79 | 90.68 | 90.70 | 90.95 | 90.30 | 90.77 | 90.80 | 89.56 | 91.33 | 88.32 | 90.75 | 90.69 | 89.66 | 89.72 | 89.40 | 88.50 | 89.51 | 91.38 | 89.28 | 88.97 | 89.34 |
| 260 | 372 | 104 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.45 | 88.51 | 88.59 | 88.57 | 90.74 | 87.05 | 89.14 | 88.62 | 88.57 | 89.60 | 89.37 | 89.10 | 88.89 | 89.76 | 90.20 | 92.97 | 88.92 | 88.40 | 89.72 | 90.46 | 89.32 | 89.40 | 91.57 | 89.69 | 88.96 | 89.26 |
| 261 | 372 | 104 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.04 | 91.30 | 88.74 | 89.72 | 88.70 | 89.92 | 91.43 | 88.15 | 89.66 | 90.11 | 90.22 | 89.39 | 90.81 | 89.81 | 88.73 | 90.89 | 90.97 | 90.19 | 91.16 | 90.62 | 89.55 | 87.94 | 90.16 | 88.27 | 91.03 | 89.77 |
| 262 | 372 | 104 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.16 | 90.23 | 90.45 | 88.37 | 90.40 | 88.96 | 89.80 | 89.73 | 89.96 | 90.07 | 89.82 | 88.90 | 88.65 | 89.26 | 90.41 | 90.39 | 89.26 | 89.70 | 91.46 | 90.35 | 88.80 | 85.34 | 90.33 | 88.77 | 88.77 | 88.59 |
| 263 | 372 | 104 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.24 | 91.56 | 90.14 | 89.49 | 89.77 | 89.66 | 89.30 | 90.12 | 90.00 | 88.37 | 90.60 | 87.12 | 88.79 | 88.45 | 89.67 | 90.33 | 89.53 | 89.24 | 89.49 | 89.86 | 90.24 | 88.87 | 91.88 | 88.58 | 89.08 | 87.75 |
| 264 | 372 | 96 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.02 | 88.75 | 89.41 | 87.60 | 88.93 | 88.50 | 89.57 | 87.92 | 88.89 | 90.04 | 89.72 | 88.14 | 90.16 | 91.25 | 86.24 | 91.53 | 89.60 | 91.65 | 89.85 | 89.14 | 88.86 | 87.33 | 89.75 | 87.31 | 89.60 | 86.14 |
| 265 | 372 | 96 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.68 | 86.94 | 88.82 | 87.94 | 88.14 | 89.32 | 88.58 | 88.55 | 87.86 | 87.91 | 90.06 | 88.78 | 88.47 | 87.82 | 87.92 | 89.36 | 89.10 | 89.78 | 88.87 | 87.88 | 88.81 | 88.79 | 86.56 | 87.64 | 86.50 | 89.71 |
| 266 | 372 | 96 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 87.49 | 85.83 | 87.94 | 87.57 | 90.22 | 89.97 | 88.76 | 88.13 | 90.04 | 89.51 | 88.87 | 88.97 | 89.15 | 87.37 | 88.86 | 90.84 | 90.81 | 90.02 | 90.17 | 88.72 | 89.48 | 87.96 | 90.37 | 87.61 | 90.33 | 89.27 |
| 267 | 372 | 96 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 87.92 | 87.77 | 89.88 | 89.12 | 88.66 | 89.43 | 88.11 | 88.73 | 88.85 | 87.57 | 88.20 | 86.12 | 89.74 | 90.64 | 87.84 | 90.04 | 89.68 | 90.96 | 90.78 | 89.56 | 89.14 | 87.45 | 89.03 | 87.75 | 87.93 | 87.97 |
| 268 | 372 | 104 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.59 | 89.56 | 85.36 | 86.35 | 88.02 | 88.91 | 89.52 | 86.28 | 88.19 | 89.82 | 89.15 | 88.47 | 88.18 | 87.64 | 87.36 | 87.41 | 86.08 | 86.86 | 87.84 | 90.29 | 89.55 | 86.01 | 87.68 | 88.64 | 86.20 | 86.10 |
| 269 | 372 | 104 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 86.78 | 86.46 | 88.75 | 86.25 | 87.89 | 87.78 | 88.73 | 86.46 | 88.20 | 86.85 | 87.99 | 86.18 | 87.81 | 87.35 | 87.34 | 89.57 | 89.01 | 86.24 | 88.52 | 88.20 | 88.55 | 89.16 | 89.01 | 89.17 | 87.53 | 87.69 |
| 270 | 372 | 104 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.38 | 88.83 | 89.43 | 89.85 | 89.14 | 89.55 | 89.24 | 89.52 | 85.19 | 88.47 | 88.89 | 87.62 | 90.00 | 89.30 | 86.55 | 90.28 | 88.82 | 89.96 | 90.48 | 88.44 | 90.13 | 87.15 | 91.60 | 87.14 | 87.03 | 89.18 |
| 271 | 372 | 104 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 89.68 | 88.81 | 89.82 | 87.61 | 87.11 | 89.20 | 89.65 | 89.13 | 89.17 | 87.31 | 85.40 | 90.15 | 87.84 | 89.81 | 88.10 | 90.51 | 88.46 | 89.14 | 90.46 | 88.61 | 88.64 | 88.45 | 90.41 | 88.44 | 89.03 | 88.95 |
| 272 | 372 | 96 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.90 | 87.95 | 89.71 | 88.10 | 88.24 | 90.08 | 87.85 | 88.09 | 89.35 | 88.09 | 89.75 | 88.66 | 88.29 | 89.72 | 89.74 | 89.55 | 88.73 | 88.83 | 92.14 | 90.27 | 88.63 | 89.84 | 91.73 | 88.95 | 89.98 | 88.16 |
| 273 | 372 | 96 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.84 | 91.32 | 88.66 | 89.09 | 88.31 | 89.44 | 89.20 | 89.63 | 90.39 | 88.50 | 88.60 | 88.64 | 90.13 | 90.97 | 89.03 | 90.11 | 89.90 | 88.92 | 90.84 | 89.40 | 89.79 | 87.95 | 89.80 | 88.50 | 86.28 | 89.50 |
| 274 | 372 | 96 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.12 | 88.86 | 88.51 | 87.93 | 88.09 | 88.42 | 88.25 | 88.81 | 88.89 | 90.12 | 88.22 | 87.28 | 87.70 | 88.47 | 88.87 | 90.03 | 88.48 | 89.61 | 90.48 | 88.51 | 88.58 | 89.15 | 90.71 | 88.30 | 90.06 | 88.37 |
| 275 | 372 | 96 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 89.01 | 88.23 | 90.27 | 89.08 | 88.20 | 88.67 | 87.74 | 89.19 | 88.77 | 88.29 | 90.48 | 89.92 | 88.06 | 88.56 | 88.18 | 89.82 | 90.08 | 90.89 | 91.61 | 88.92 | 90.13 | 89.19 | 90.78 | 87.86 | 89.01 | 88.24 |
| 276 | 372 | 104 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 88.03 | 88.80 | 89.25 | 89.41 | 90.58 | 86.91 | 91.98 | 88.18 | 89.86 | 89.02 | 89.18 | 87.63 | 87.71 | 90.01 | 88.19 | 90.60 | 88.63 | 88.92 | 89.82 | 89.71 | 90.23 | 88.15 | 92.03 | 91.70 | 88.87 | 89.42 |
| 277 | 372 | 104 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.11 | 88.34 | 88.76 | 89.04 | 89.56 | 88.25 | 90.32 | 87.60 | 90.89 | 90.12 | 88.59 | 87.90 | 88.93 | 91.26 | 86.79 | 89.09 | 90.11 | 89.87 | 88.67 | 90.92 | 88.19 | 88.66 | 89.86 | 88.86 | 89.42 | 88.69 |
| 278 | 372 | 104 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.32 | 88.35 | 90.50 | 88.55 | 89.72 | 88.64 | 87.89 | 88.93 | 90.07 | 87.73 | 90.34 | 88.14 | 89.90 | 90.12 | 88.10 | 89.44 | 89.80 | 89.58 | 90.12 | 90.42 | 89.01 | 88.62 | 89.87 | 88.57 | 88.85 | 88.26 |
| 279 | 372 | 104 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 89.21 | 89.22 | 88.63 | 86.25 | 87.46 | 90.53 | 90.62 | 88.63 | 90.26 | 89.34 | 87.76 | 90.34 | 88.42 | 91.02 | 89.03 | 89.38 | 88.86 | 91.03 | 89.60 | 89.69 | 89.31 | 87.99 | 90.28 | 87.96 | 90.24 | 88.55 |
| 280 | 372 | 96 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.43 | 89.72 | 90.21 | 88.61 | 88.22 | 88.21 | 89.99 | 87.63 | 89.42 | 89.16 | 88.68 | 88.18 | 89.97 | 90.45 | 88.29 | 90.22 | 89.81 | 89.94 | 91.18 | 90.57 | 88.51 | 88.11 | 90.15 | 89.31 | 89.85 | 89.41 |
| 281 | 372 | 96 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.31 | 88.55 | 90.00 | 88.74 | 89.45 | 87.74 | 89.22 | 89.26 | 90.68 | 90.27 | 91.05 | 87.59 | 91.12 | 89.53 | 88.61 | 90.99 | 90.95 | 91.77 | 89.70 | 89.47 | 88.41 | 87.57 | 89.41 | 88.20 | 88.15 | 88.52 |
| 282 | 372 | 96 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.02 | 90.04 | 89.79 | 89.89 | 88.66 | 89.42 | 90.72 | 89.52 | 89.97 | 89.35 | 87.91 | 88.66 | 89.68 | 91.08 | 89.53 | 90.19 | 89.44 | 90.52 | 90.81 | 89.80 | 89.97 | 88.16 | 91.98 | 88.78 | 89.23 | 87.46 |
| 283 | 372 | 96 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 87.88 | 90.02 | 88.95 | 86.21 | 86.88 | 87.27 | 91.10 | 89.96 | 89.05 | 89.52 | 90.33 | 89.38 | 88.39 | 89.89 | 88.89 | 88.41 | 89.73 | 88.91 | 90.79 | 88.77 | 88.72 | 89.56 | 92.89 | 89.53 | 87.42 | 88.21 |
| 284 | 372 | 104 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 88.81 | 89.04 | 88.53 | 89.49 | 89.60 | 88.68 | 89.38 | 89.68 | 89.30 | 88.82 | 87.98 | 86.73 | 92.06 | 91.14 | 88.36 | 90.17 | 89.75 | 89.46 | 89.73 | 90.26 | 88.80 | 87.62 | 89.33 | 90.77 | 90.81 | 87.83 |
| 285 | 372 | 104 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.77 | 90.08 | 89.71 | 87.19 | 90.02 | 88.61 | 90.09 | 89.37 | 89.70 | 88.49 | 88.40 | 87.84 | 89.53 | 91.49 | 88.02 | 88.17 | 89.04 | 88.77 | 89.80 | 88.66 | 90.12 | 89.21 | 90.25 | 88.28 | 88.96 | 89.64 |
| 286 | 372 | 104 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 87.59 | 88.21 | 89.76 | 89.85 | 89.67 | 89.05 | 89.59 | 88.84 | 89.18 | 90.16 | 90.62 | 88.28 | 90.03 | 89.15 | 88.91 | 89.71 | 88.94 | 90.16 | 90.72 | 84.95 | 89.49 | 89.49 | 90.26 | 89.87 | 88.21 | 88.98 |
| 287 | 372 | 104 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.22 | 86.76 | 88.91 | 88.31 | 89.71 | 89.36 | 89.98 | 89.56 | 90.03 | 88.90 | 88.11 | 87.48 | 89.11 | 90.80 | 86.17 | 90.40 | 89.91 | 89.51 | 89.74 | 87.86 | 88.74 | 88.89 | 91.78 | 90.27 | 89.73 | 90.07 |
The global mean maximum row:
| mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | average_map | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 223 | 86.62 | 88.24 | 87.18 | 86.46 | 87.81 | 87.77 | 88.35 | 87.98 | 87.89 | 87.14 | 88.77 | 89.61 | 88.99 | 88.32 | 87.68 | 88.61 | 90.98 | 89.95 | 89.00 | 88.19 | 87.18 | 86.55 | 90.02 | 86.42 | 87.68 | 85.74 | 88.043462 |
| 246 | 86.27 | 88.91 | 87.14 | 86.31 | 88.81 | 89.24 | 87.72 | 88.21 | 88.58 | 88.48 | 88.47 | 88.71 | 88.87 | 88.33 | 87.10 | 89.48 | 86.49 | 89.45 | 88.71 | 89.19 | 88.13 | 86.04 | 88.57 | 86.53 | 87.50 | 87.19 | 88.016538 |
| 241 | 87.29 | 87.60 | 86.49 | 87.97 | 87.46 | 88.88 | 89.20 | 88.44 | 88.17 | 87.37 | 88.59 | 88.20 | 88.79 | 88.88 | 86.21 | 88.80 | 86.93 | 88.41 | 88.79 | 88.31 | 86.88 | 86.31 | 87.99 | 87.76 | 88.10 | 87.62 | 87.901538 |
| 245 | 86.26 | 87.49 | 87.01 | 88.00 | 88.49 | 89.49 | 85.64 | 88.78 | 86.98 | 88.23 | 88.73 | 88.89 | 87.62 | 88.50 | 88.25 | 88.10 | 89.27 | 88.40 | 88.51 | 88.67 | 86.94 | 86.44 | 88.22 | 84.92 | 88.64 | 87.54 | 87.846538 |
| 231 | 86.41 | 87.68 | 86.43 | 85.63 | 87.35 | 87.72 | 88.62 | 89.04 | 88.76 | 87.34 | 88.38 | 88.42 | 87.75 | 89.02 | 88.77 | 87.51 | 88.50 | 88.51 | 87.92 | 88.43 | 87.32 | 86.85 | 88.42 | 86.48 | 87.87 | 88.13 | 87.817692 |
| 221 | 88.37 | 88.66 | 88.22 | 86.57 | 88.28 | 88.43 | 86.24 | 88.07 | 88.24 | 86.84 | 88.38 | 88.37 | 88.83 | 87.78 | 86.38 | 88.35 | 86.85 | 88.75 | 88.73 | 87.93 | 88.88 | 85.30 | 88.94 | 86.83 | 87.05 | 87.20 | 87.787308 |
| 266 | 87.24 | 86.53 | 86.13 | 87.45 | 87.45 | 88.57 | 87.34 | 87.24 | 87.12 | 88.00 | 87.48 | 88.95 | 89.92 | 87.31 | 87.57 | 88.70 | 88.98 | 88.48 | 87.92 | 88.41 | 88.09 | 86.87 | 89.34 | 85.38 | 88.77 | 86.00 | 87.740000 |
| 217 | 86.42 | 87.10 | 86.63 | 87.87 | 87.32 | 87.40 | 87.86 | 88.12 | 87.83 | 87.21 | 87.62 | 88.03 | 89.40 | 89.40 | 87.43 | 88.18 | 86.81 | 87.66 | 88.57 | 88.49 | 87.66 | 87.04 | 88.99 | 86.22 | 89.87 | 86.02 | 87.736538 |
| 271 | 87.76 | 86.90 | 88.00 | 87.30 | 85.83 | 87.03 | 87.97 | 87.69 | 87.27 | 87.62 | 88.22 | 88.05 | 88.69 | 88.94 | 88.07 | 90.56 | 88.75 | 87.37 | 87.29 | 87.90 | 87.72 | 86.40 | 88.71 | 87.30 | 86.13 | 87.14 | 87.715769 |
| 226 | 87.70 | 86.53 | 86.75 | 87.20 | 85.81 | 88.53 | 89.06 | 88.48 | 87.23 | 89.02 | 86.86 | 89.00 | 88.67 | 87.08 | 85.64 | 89.39 | 88.51 | 88.11 | 88.78 | 87.78 | 86.39 | 87.99 | 87.68 | 85.73 | 87.48 | 88.35 | 87.682692 |
Model performance on validation data (Mann-Whitney U Test)
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues_mw = []
pvalues_real_mw = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
pvalues_real_mw.append(p_value_mw)
pvalues_mw.append((p_value_mw >= 0.05)*1)
dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw
dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')
max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 217 | 372 | 96 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.42 | 87.10 | 86.63 | 87.87 | 87.32 | 87.40 | 87.86 | 88.12 | 87.83 | 87.21 | 87.62 | 88.03 | 89.40 | 89.40 | 87.43 | 88.18 | 86.81 | 87.66 | 88.57 | 88.49 | 87.66 | 87.04 | 88.99 | 86.22 | 89.87 | 86.02 |
| 218 | 372 | 96 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.78 | 87.39 | 85.85 | 87.10 | 88.23 | 87.85 | 87.30 | 87.66 | 87.89 | 86.94 | 88.73 | 87.05 | 88.15 | 87.90 | 87.61 | 89.63 | 88.94 | 88.27 | 88.74 | 89.12 | 86.40 | 84.33 | 87.99 | 86.68 | 85.42 | 85.61 |
| 241 | 372 | 96 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.29 | 87.60 | 86.49 | 87.97 | 87.46 | 88.88 | 89.20 | 88.44 | 88.17 | 87.37 | 88.59 | 88.20 | 88.79 | 88.88 | 86.21 | 88.80 | 86.93 | 88.41 | 88.79 | 88.31 | 86.88 | 86.31 | 87.99 | 87.76 | 88.10 | 87.62 |
| 242 | 372 | 96 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.29 | 89.17 | 85.78 | 87.41 | 86.91 | 88.43 | 86.67 | 86.81 | 88.40 | 87.57 | 88.02 | 88.31 | 88.52 | 87.04 | 87.78 | 87.86 | 86.06 | 87.85 | 87.67 | 88.02 | 88.24 | 87.52 | 87.91 | 89.05 | 88.42 | 86.49 |
| 243 | 372 | 96 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.50 | 87.28 | 85.38 | 85.92 | 85.90 | 87.43 | 89.25 | 88.12 | 86.89 | 87.74 | 88.34 | 87.89 | 87.33 | 88.77 | 86.86 | 89.70 | 86.35 | 88.74 | 89.26 | 87.02 | 86.16 | 86.94 | 89.09 | 87.60 | 87.29 | 87.19 |
| 264 | 372 | 96 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.83 | 87.66 | 86.73 | 86.74 | 85.91 | 88.30 | 86.85 | 88.22 | 87.88 | 86.90 | 88.29 | 89.44 | 89.49 | 88.69 | 87.00 | 88.57 | 87.15 | 88.07 | 88.43 | 87.44 | 87.57 | 88.33 | 89.31 | 86.79 | 86.90 | 83.80 |
| 265 | 372 | 96 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.91 | 88.06 | 86.46 | 87.81 | 87.10 | 86.96 | 87.41 | 87.65 | 87.95 | 88.30 | 88.36 | 87.59 | 87.13 | 87.29 | 87.26 | 87.13 | 87.60 | 89.21 | 88.44 | 88.62 | 88.67 | 88.15 | 86.55 | 87.05 | 86.46 | 87.11 |
| 266 | 372 | 96 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 87.24 | 86.53 | 86.13 | 87.45 | 87.45 | 88.57 | 87.34 | 87.24 | 87.12 | 88.00 | 87.48 | 88.95 | 89.92 | 87.31 | 87.57 | 88.70 | 88.98 | 88.48 | 87.92 | 88.41 | 88.09 | 86.87 | 89.34 | 85.38 | 88.77 | 86.00 |
| 146 | 372 | 96 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.86 | 88.70 | 86.91 | 87.37 | 87.18 | 88.75 | 89.15 | 86.07 | 88.34 | 87.60 | 87.96 | 86.75 | 88.51 | 87.45 | 86.16 | 88.50 | 88.06 | 86.61 | 87.99 | 87.89 | 87.08 | 84.50 | 88.12 | 88.14 | 85.70 | 87.80 |
| 169 | 372 | 96 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.82 | 87.10 | 86.52 | 87.14 | 87.33 | 88.47 | 88.43 | 87.62 | 87.40 | 88.00 | 88.06 | 88.63 | 88.03 | 86.34 | 86.10 | 88.58 | 87.51 | 88.25 | 89.07 | 88.10 | 88.97 | 87.62 | 87.73 | 86.58 | 87.48 | 84.67 |
| 170 | 372 | 96 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.91 | 86.49 | 86.42 | 86.79 | 87.79 | 88.55 | 88.23 | 87.42 | 87.96 | 87.45 | 88.61 | 88.16 | 89.35 | 87.59 | 86.32 | 88.16 | 86.22 | 87.64 | 87.45 | 88.11 | 86.87 | 86.77 | 88.23 | 87.16 | 87.58 | 85.98 |
| 193 | 372 | 96 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 86.94 | 87.93 | 87.00 | 87.08 | 87.30 | 87.49 | 87.27 | 88.21 | 88.30 | 88.24 | 87.72 | 86.88 | 88.83 | 87.68 | 88.40 | 88.26 | 86.45 | 88.85 | 88.46 | 88.74 | 84.63 | 85.91 | 88.63 | 84.57 | 85.71 | 86.07 |
| 195 | 372 | 96 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 86.56 | 87.78 | 87.58 | 86.33 | 88.24 | 87.64 | 86.78 | 87.77 | 87.79 | 88.43 | 88.47 | 88.36 | 88.44 | 87.43 | 86.69 | 89.02 | 87.30 | 88.17 | 87.97 | 88.87 | 86.29 | 86.55 | 86.15 | 85.98 | 86.76 | 87.05 |
| 225 | 372 | 96 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 85.80 | 88.43 | 86.99 | 86.84 | 88.33 | 88.15 | 87.76 | 88.16 | 87.26 | 87.59 | 88.68 | 88.51 | 87.81 | 88.34 | 86.37 | 88.06 | 86.80 | 88.21 | 88.83 | 88.26 | 87.21 | 85.69 | 85.24 | 85.87 | 87.20 | 84.27 |
| 226 | 372 | 96 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.70 | 86.53 | 86.75 | 87.20 | 85.81 | 88.53 | 89.06 | 88.48 | 87.23 | 89.02 | 86.86 | 89.00 | 88.67 | 87.08 | 85.64 | 89.39 | 88.51 | 88.11 | 88.78 | 87.78 | 86.39 | 87.99 | 87.68 | 85.73 | 87.48 | 88.35 |
| 227 | 372 | 96 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.69 | 88.88 | 87.38 | 85.97 | 86.81 | 87.35 | 87.74 | 87.42 | 87.09 | 87.41 | 88.51 | 88.13 | 86.38 | 85.90 | 86.85 | 88.00 | 89.55 | 87.97 | 88.52 | 88.80 | 85.50 | 86.26 | 89.25 | 85.00 | 89.18 | 87.93 |
| 248 | 372 | 96 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 86.94 | 86.71 | 85.35 | 86.55 | 87.59 | 88.98 | 86.54 | 87.96 | 86.77 | 87.41 | 87.65 | 88.52 | 88.49 | 89.20 | 87.92 | 88.51 | 87.15 | 87.29 | 88.70 | 87.17 | 87.01 | 85.72 | 88.17 | 85.88 | 88.03 | 87.39 |
| 249 | 372 | 96 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.24 | 86.66 | 86.36 | 86.93 | 86.92 | 87.24 | 88.26 | 87.91 | 88.25 | 87.63 | 87.30 | 86.62 | 87.46 | 87.68 | 88.23 | 87.59 | 89.20 | 88.50 | 88.55 | 88.64 | 86.15 | 85.72 | 88.61 | 87.50 | 87.29 | 87.18 |
| 221 | 372 | 104 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.37 | 88.66 | 88.22 | 86.57 | 88.28 | 88.43 | 86.24 | 88.07 | 88.24 | 86.84 | 88.38 | 88.37 | 88.83 | 87.78 | 86.38 | 88.35 | 86.85 | 88.75 | 88.73 | 87.93 | 88.88 | 85.30 | 88.94 | 86.83 | 87.05 | 87.20 |
| 223 | 372 | 104 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.62 | 88.24 | 87.18 | 86.46 | 87.81 | 87.77 | 88.35 | 87.98 | 87.89 | 87.14 | 88.77 | 89.61 | 88.99 | 88.32 | 87.68 | 88.61 | 90.98 | 89.95 | 89.00 | 88.19 | 87.18 | 86.55 | 90.02 | 86.42 | 87.68 | 85.74 |
| 244 | 372 | 104 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.26 | 86.27 | 86.06 | 87.71 | 86.45 | 87.70 | 87.96 | 87.77 | 88.59 | 86.85 | 87.51 | 87.90 | 88.48 | 86.99 | 86.28 | 89.58 | 88.19 | 88.13 | 88.39 | 88.08 | 88.46 | 87.81 | 88.36 | 85.10 | 87.36 | 87.12 |
| 245 | 372 | 104 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.26 | 87.49 | 87.01 | 88.00 | 88.49 | 89.49 | 85.64 | 88.78 | 86.98 | 88.23 | 88.73 | 88.89 | 87.62 | 88.50 | 88.25 | 88.10 | 89.27 | 88.40 | 88.51 | 88.67 | 86.94 | 86.44 | 88.22 | 84.92 | 88.64 | 87.54 |
| 246 | 372 | 104 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.27 | 88.91 | 87.14 | 86.31 | 88.81 | 89.24 | 87.72 | 88.21 | 88.58 | 88.48 | 88.47 | 88.71 | 88.87 | 88.33 | 87.10 | 89.48 | 86.49 | 89.45 | 88.71 | 89.19 | 88.13 | 86.04 | 88.57 | 86.53 | 87.50 | 87.19 |
| 247 | 372 | 104 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.43 | 87.69 | 87.81 | 88.19 | 87.01 | 88.63 | 87.42 | 88.63 | 86.76 | 86.38 | 88.25 | 89.10 | 88.47 | 86.89 | 87.59 | 87.82 | 87.86 | 88.09 | 87.91 | 87.90 | 86.31 | 86.82 | 87.10 | 87.60 | 85.68 | 87.19 |
| 271 | 372 | 104 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 87.76 | 86.90 | 88.00 | 87.30 | 85.83 | 87.03 | 87.97 | 87.69 | 87.27 | 87.62 | 88.22 | 88.05 | 88.69 | 88.94 | 88.07 | 90.56 | 88.75 | 87.37 | 87.29 | 87.90 | 87.72 | 86.40 | 88.71 | 87.30 | 86.13 | 87.14 |
| 151 | 372 | 104 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.74 | 87.04 | 86.43 | 85.73 | 86.72 | 89.11 | 88.60 | 88.30 | 87.60 | 89.85 | 88.44 | 87.76 | 87.94 | 88.20 | 86.42 | 87.55 | 89.23 | 89.59 | 88.37 | 88.63 | 86.61 | 85.40 | 89.01 | 84.87 | 87.92 | 86.93 |
| 196 | 372 | 104 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 86.65 | 86.19 | 87.42 | 86.59 | 87.10 | 87.61 | 88.53 | 87.16 | 89.40 | 86.21 | 88.72 | 87.53 | 87.26 | 87.05 | 87.83 | 88.10 | 88.86 | 88.72 | 88.18 | 88.59 | 88.25 | 84.59 | 88.78 | 85.99 | 87.38 | 85.47 |
| 197 | 372 | 104 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 84.72 | 88.04 | 86.32 | 87.27 | 85.23 | 89.57 | 86.74 | 89.12 | 88.36 | 87.09 | 87.11 | 87.37 | 89.56 | 87.21 | 86.82 | 88.03 | 87.93 | 88.07 | 88.41 | 88.78 | 86.02 | 85.32 | 87.59 | 87.47 | 86.35 | 87.42 |
| 198 | 372 | 104 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 86.58 | 87.83 | 85.77 | 86.34 | 85.84 | 87.78 | 87.18 | 88.69 | 86.94 | 88.68 | 88.38 | 88.53 | 89.13 | 87.02 | 87.17 | 88.09 | 87.80 | 88.48 | 87.65 | 88.96 | 86.82 | 86.93 | 89.72 | 85.48 | 86.68 | 86.89 |
| 199 | 372 | 104 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.72 | 88.79 | 88.36 | 86.07 | 88.93 | 88.45 | 88.12 | 87.96 | 88.42 | 86.93 | 86.90 | 86.13 | 86.70 | 86.19 | 87.07 | 88.60 | 86.92 | 88.33 | 89.31 | 88.76 | 87.43 | 85.85 | 88.62 | 84.85 | 86.12 | 85.15 |
| 228 | 372 | 104 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.37 | 88.00 | 85.15 | 87.17 | 86.69 | 86.69 | 86.64 | 88.68 | 86.83 | 88.07 | 87.98 | 88.33 | 88.28 | 88.93 | 86.00 | 88.67 | 87.78 | 88.05 | 88.86 | 88.04 | 85.79 | 85.82 | 87.77 | 87.21 | 87.01 | 82.96 |
| 230 | 372 | 104 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.08 | 86.56 | 85.86 | 88.79 | 88.14 | 87.79 | 88.03 | 89.37 | 87.95 | 86.69 | 88.37 | 88.52 | 88.17 | 86.79 | 86.24 | 88.66 | 86.69 | 87.97 | 87.80 | 86.94 | 87.15 | 87.44 | 88.81 | 86.40 | 86.78 | 86.63 |
| 231 | 372 | 104 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.41 | 87.68 | 86.43 | 85.63 | 87.35 | 87.72 | 88.62 | 89.04 | 88.76 | 87.34 | 88.38 | 88.42 | 87.75 | 89.02 | 88.77 | 87.51 | 88.50 | 88.51 | 87.92 | 88.43 | 87.32 | 86.85 | 88.42 | 86.48 | 87.87 | 88.13 |
| 156 | 372 | 104 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.71 | 86.29 | 89.01 | 85.78 | 86.58 | 86.99 | 86.33 | 87.85 | 87.59 | 88.20 | 88.07 | 89.18 | 87.21 | 87.83 | 88.46 | 89.38 | 87.06 | 88.91 | 88.26 | 87.91 | 86.21 | 85.34 | 86.83 | 86.31 | 87.46 | 88.36 |
| 159 | 372 | 104 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.12 | 87.66 | 85.91 | 85.77 | 87.06 | 88.39 | 87.80 | 87.85 | 87.32 | 86.86 | 88.49 | 89.03 | 87.00 | 88.51 | 87.04 | 87.60 | 89.67 | 87.07 | 88.51 | 88.73 | 87.21 | 85.83 | 88.07 | 86.66 | 86.18 | 85.81 |
| 181 | 372 | 104 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.37 | 87.20 | 86.45 | 87.40 | 86.65 | 89.07 | 86.36 | 87.13 | 88.49 | 88.10 | 88.25 | 88.36 | 88.77 | 87.08 | 88.28 | 87.73 | 87.21 | 85.74 | 88.13 | 88.87 | 87.68 | 86.48 | 89.97 | 85.04 | 88.39 | 86.81 |
| 206 | 372 | 104 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 87.98 | 87.04 | 86.96 | 87.94 | 87.10 | 87.36 | 87.61 | 87.32 | 87.97 | 87.33 | 87.70 | 88.51 | 90.03 | 88.46 | 87.49 | 87.42 | 86.68 | 88.26 | 87.30 | 88.42 | 86.75 | 86.10 | 88.45 | 84.85 | 87.64 | 84.69 |
| 207 | 372 | 104 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.96 | 88.29 | 86.37 | 87.52 | 87.26 | 88.68 | 88.28 | 88.18 | 86.70 | 87.28 | 87.62 | 88.42 | 87.14 | 87.04 | 86.09 | 88.43 | 87.47 | 88.95 | 87.73 | 88.53 | 86.03 | 86.83 | 88.56 | 85.59 | 85.49 | 85.78 |
| 237 | 372 | 104 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 85.09 | 87.44 | 86.70 | 88.28 | 87.99 | 88.00 | 86.17 | 88.34 | 87.99 | 87.82 | 88.79 | 87.33 | 88.89 | 87.75 | 87.48 | 87.95 | 87.93 | 89.03 | 88.17 | 88.63 | 84.99 | 86.59 | 87.30 | 85.68 | 87.36 | 86.73 |
| 262 | 372 | 104 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.58 | 86.80 | 86.27 | 85.67 | 86.81 | 88.90 | 87.65 | 88.82 | 86.82 | 86.87 | 87.98 | 88.65 | 88.46 | 87.49 | 87.67 | 87.52 | 86.85 | 88.31 | 88.84 | 88.37 | 87.82 | 87.07 | 88.02 | 87.28 | 86.96 | 86.04 |
| 286 | 372 | 104 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.25 | 86.13 | 87.18 | 88.86 | 87.19 | 88.85 | 86.99 | 88.17 | 86.73 | 87.73 | 88.56 | 89.10 | 89.12 | 88.60 | 86.79 | 88.07 | 87.23 | 87.69 | 88.75 | 86.91 | 87.37 | 88.14 | 85.32 | 88.18 | 85.41 | 87.41 |
Size of the All data: (288, 29)
Size of the Sig data: (41, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 7 | 372 | 96 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.20 | 86.56 | 87.39 | 88.37 | 87.54 | 90.06 | 90.81 | 89.78 | 87.39 | 88.72 | 89.26 | 85.69 | 91.06 | 90.68 | 88.61 | 89.01 | 90.46 | 90.85 | 90.83 | 89.31 | 89.00 | 87.42 | 91.43 | 87.57 | 90.46 | 88.32 |
| 34 | 372 | 96 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.60 | 88.17 | 88.43 | 89.40 | 88.34 | 87.67 | 88.68 | 87.16 | 90.02 | 87.19 | 88.21 | 88.02 | 89.34 | 89.20 | 87.16 | 88.51 | 89.23 | 90.79 | 87.74 | 88.51 | 86.62 | 87.02 | 89.98 | 87.32 | 86.95 | 86.42 |
| 2 | 372 | 96 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.78 | 89.28 | 88.77 | 87.80 | 88.11 | 89.74 | 88.72 | 88.85 | 87.82 | 88.18 | 89.51 | 90.49 | 89.91 | 92.12 | 88.24 | 90.01 | 88.57 | 90.64 | 91.13 | 89.59 | 91.03 | 87.75 | 89.12 | 87.00 | 89.52 | 87.05 |
| 13 | 372 | 96 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.57 | 89.49 | 87.99 | 88.68 | 89.81 | 88.32 | 86.44 | 86.64 | 88.04 | 88.91 | 89.52 | 89.34 | 89.70 | 87.86 | 88.35 | 89.46 | 87.53 | 89.79 | 88.09 | 87.00 | 90.52 | 87.64 | 89.73 | 89.47 | 89.69 | 87.76 |
| 21 | 372 | 96 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.60 | 87.27 | 85.81 | 87.52 | 88.63 | 86.76 | 89.68 | 88.14 | 88.37 | 88.46 | 89.04 | 85.55 | 87.98 | 91.55 | 87.61 | 86.52 | 89.19 | 89.11 | 87.60 | 87.70 | 88.14 | 88.19 | 91.14 | 88.99 | 88.30 | 88.67 |
| 12 | 372 | 96 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.02 | 88.75 | 89.41 | 87.60 | 88.93 | 88.50 | 89.57 | 87.92 | 88.89 | 90.04 | 89.72 | 88.14 | 90.16 | 91.25 | 86.24 | 91.53 | 89.60 | 91.65 | 89.85 | 89.14 | 88.86 | 87.33 | 89.75 | 87.31 | 89.60 | 86.14 |
| 10 | 372 | 96 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.68 | 86.94 | 88.82 | 87.94 | 88.14 | 89.32 | 88.58 | 88.55 | 87.86 | 87.91 | 90.06 | 88.78 | 88.47 | 87.82 | 87.92 | 89.36 | 89.10 | 89.78 | 88.87 | 87.88 | 88.81 | 88.79 | 86.56 | 87.64 | 86.50 | 89.71 |
| 6 | 372 | 96 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 87.49 | 85.83 | 87.94 | 87.57 | 90.22 | 89.97 | 88.76 | 88.13 | 90.04 | 89.51 | 88.87 | 88.97 | 89.15 | 87.37 | 88.86 | 90.84 | 90.81 | 90.02 | 90.17 | 88.72 | 89.48 | 87.96 | 90.37 | 87.61 | 90.33 | 89.27 |
| 31 | 372 | 96 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.28 | 90.50 | 88.45 | 87.91 | 89.44 | 89.79 | 88.20 | 88.78 | 89.00 | 88.85 | 89.49 | 86.68 | 89.28 | 90.16 | 87.29 | 90.59 | 89.85 | 84.82 | 89.24 | 87.51 | 89.99 | 87.54 | 89.72 | 89.83 | 86.41 | 88.30 |
| 14 | 372 | 96 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.21 | 88.87 | 89.68 | 88.17 | 89.04 | 89.48 | 90.94 | 89.85 | 89.07 | 90.09 | 90.12 | 90.48 | 90.60 | 90.10 | 88.76 | 89.86 | 90.29 | 89.81 | 91.56 | 89.68 | 90.74 | 87.42 | 90.43 | 90.01 | 89.23 | 86.41 |
| 20 | 372 | 96 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.69 | 87.04 | 87.46 | 88.24 | 89.83 | 88.14 | 89.09 | 87.53 | 89.26 | 87.91 | 89.62 | 86.59 | 89.34 | 88.15 | 86.99 | 88.31 | 89.16 | 89.04 | 90.09 | 88.05 | 88.27 | 86.75 | 91.22 | 87.77 | 90.30 | 87.92 |
| 38 | 372 | 96 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.74 | 88.26 | 91.01 | 87.34 | 89.45 | 89.27 | 87.95 | 88.03 | 89.85 | 89.86 | 90.30 | 86.07 | 88.80 | 88.81 | 87.27 | 89.08 | 88.40 | 91.33 | 89.08 | 87.57 | 85.28 | 88.17 | 90.42 | 87.25 | 86.90 | 87.23 |
| 29 | 372 | 96 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.21 | 89.75 | 89.10 | 87.06 | 88.81 | 87.52 | 83.79 | 88.39 | 90.04 | 88.40 | 89.06 | 87.93 | 88.68 | 89.74 | 87.75 | 89.75 | 88.56 | 88.72 | 88.89 | 90.08 | 87.96 | 87.55 | 88.70 | 89.03 | 88.51 | 86.59 |
| 39 | 372 | 96 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.91 | 86.79 | 88.46 | 87.24 | 89.94 | 87.70 | 89.24 | 90.03 | 90.45 | 89.74 | 90.44 | 87.68 | 89.56 | 89.93 | 89.43 | 90.17 | 88.82 | 89.64 | 89.96 | 90.10 | 89.33 | 87.28 | 90.12 | 88.89 | 89.43 | 87.93 |
| 9 | 372 | 96 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.30 | 87.12 | 88.28 | 89.06 | 88.46 | 87.85 | 90.53 | 90.17 | 90.17 | 91.24 | 89.27 | 90.54 | 90.42 | 90.31 | 87.45 | 90.24 | 90.05 | 88.78 | 91.15 | 89.74 | 89.77 | 88.89 | 91.01 | 88.98 | 90.92 | 88.68 |
| 27 | 372 | 96 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.08 | 88.76 | 89.92 | 88.08 | 88.99 | 87.71 | 89.35 | 87.05 | 89.66 | 90.60 | 90.35 | 89.25 | 89.35 | 89.54 | 90.03 | 89.59 | 91.32 | 89.45 | 88.97 | 90.01 | 89.76 | 88.77 | 90.94 | 87.88 | 90.76 | 88.72 |
| 33 | 372 | 96 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 89.24 | 88.68 | 89.68 | 88.24 | 89.43 | 89.21 | 89.81 | 89.33 | 91.21 | 89.06 | 88.08 | 87.78 | 89.36 | 89.44 | 87.56 | 89.46 | 88.97 | 89.79 | 90.62 | 88.61 | 90.06 | 87.63 | 92.19 | 88.05 | 89.79 | 89.97 |
| 22 | 372 | 96 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.54 | 88.88 | 90.25 | 90.26 | 89.70 | 88.12 | 90.45 | 88.90 | 88.05 | 90.15 | 90.62 | 87.53 | 89.09 | 89.54 | 88.81 | 88.32 | 90.68 | 90.23 | 90.46 | 89.87 | 88.81 | 87.47 | 90.52 | 89.50 | 87.84 | 89.40 |
| 5 | 372 | 104 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.18 | 87.90 | 87.77 | 86.95 | 88.53 | 87.98 | 87.56 | 88.58 | 89.59 | 87.25 | 88.68 | 88.90 | 87.27 | 90.12 | 86.33 | 88.46 | 88.52 | 88.22 | 89.75 | 87.68 | 88.98 | 87.54 | 89.35 | 88.74 | 87.37 | 87.96 |
| 0 | 372 | 104 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.23 | 89.87 | 89.65 | 86.83 | 88.96 | 89.48 | 88.68 | 88.46 | 90.03 | 89.00 | 90.77 | 88.09 | 89.54 | 88.36 | 87.45 | 89.93 | 90.62 | 89.14 | 89.32 | 91.00 | 89.30 | 88.14 | 90.98 | 86.55 | 88.70 | 87.86 |
| 19 | 372 | 104 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.82 | 89.43 | 88.37 | 88.05 | 86.97 | 86.09 | 87.52 | 88.61 | 86.73 | 88.77 | 87.02 | 88.14 | 87.95 | 89.43 | 88.11 | 88.89 | 90.02 | 89.85 | 88.63 | 87.28 | 87.71 | 88.45 | 92.35 | 88.75 | 87.35 | 88.29 |
| 3 | 372 | 104 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.99 | 88.88 | 87.93 | 88.97 | 89.54 | 88.77 | 87.46 | 86.85 | 90.56 | 88.88 | 88.99 | 86.54 | 88.03 | 88.17 | 86.89 | 88.85 | 90.69 | 90.00 | 90.27 | 87.92 | 89.93 | 88.58 | 89.78 | 86.45 | 89.81 | 88.16 |
| 1 | 372 | 104 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.94 | 89.30 | 90.01 | 88.05 | 88.95 | 90.52 | 89.77 | 89.30 | 88.98 | 88.94 | 90.32 | 87.60 | 88.43 | 89.72 | 87.94 | 89.94 | 89.24 | 90.14 | 89.71 | 87.90 | 89.10 | 89.18 | 90.67 | 89.60 | 89.85 | 90.34 |
| 15 | 372 | 104 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 90.25 | 89.27 | 89.67 | 88.85 | 89.45 | 87.17 | 88.07 | 89.70 | 89.88 | 85.09 | 88.76 | 87.26 | 88.60 | 90.12 | 88.17 | 90.69 | 89.52 | 89.05 | 91.04 | 89.33 | 90.60 | 88.36 | 88.64 | 88.41 | 87.35 | 88.42 |
| 8 | 372 | 104 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 89.68 | 88.81 | 89.82 | 87.61 | 87.11 | 89.20 | 89.65 | 89.13 | 89.17 | 87.31 | 85.40 | 90.15 | 87.84 | 89.81 | 88.10 | 90.51 | 88.46 | 89.14 | 90.46 | 88.61 | 88.64 | 88.45 | 90.41 | 88.44 | 89.03 | 88.95 |
| 11 | 372 | 104 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.47 | 87.10 | 88.47 | 87.15 | 88.33 | 89.69 | 89.40 | 90.06 | 88.97 | 88.50 | 88.33 | 89.50 | 88.03 | 89.57 | 88.42 | 87.54 | 88.86 | 89.41 | 89.74 | 87.70 | 88.04 | 89.22 | 90.03 | 89.34 | 88.11 | 86.95 |
| 30 | 372 | 104 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 86.83 | 87.26 | 89.33 | 87.27 | 87.41 | 87.88 | 88.76 | 89.12 | 89.74 | 88.31 | 89.98 | 86.87 | 88.96 | 87.67 | 87.87 | 89.03 | 90.46 | 88.76 | 88.95 | 89.12 | 89.42 | 88.74 | 89.74 | 88.68 | 87.06 | 88.50 |
| 37 | 372 | 104 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 87.91 | 89.79 | 89.20 | 88.32 | 88.39 | 89.52 | 89.61 | 89.63 | 88.48 | 88.94 | 87.58 | 89.33 | 89.83 | 89.47 | 88.66 | 89.28 | 88.87 | 88.84 | 88.95 | 91.26 | 89.76 | 89.04 | 89.76 | 89.57 | 88.88 | 89.97 |
| 23 | 372 | 104 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.12 | 89.07 | 90.71 | 87.68 | 86.45 | 87.83 | 88.23 | 88.27 | 89.57 | 90.56 | 87.93 | 86.34 | 89.16 | 88.43 | 89.11 | 88.86 | 88.74 | 89.90 | 90.84 | 89.17 | 87.17 | 88.89 | 89.71 | 87.68 | 88.95 | 88.08 |
| 32 | 372 | 104 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.55 | 88.29 | 89.16 | 87.16 | 89.16 | 89.93 | 89.20 | 89.46 | 87.59 | 88.67 | 90.70 | 83.56 | 89.27 | 90.85 | 88.80 | 88.40 | 88.40 | 88.45 | 88.80 | 88.85 | 88.33 | 86.70 | 90.84 | 87.05 | 87.86 | 88.18 |
| 40 | 372 | 104 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.98 | 88.99 | 91.19 | 88.52 | 87.29 | 87.93 | 88.22 | 88.32 | 89.90 | 88.90 | 88.77 | 88.15 | 88.90 | 91.57 | 90.01 | 89.27 | 88.45 | 89.99 | 90.08 | 89.54 | 89.70 | 87.64 | 89.93 | 88.38 | 88.94 | 86.88 |
| 18 | 372 | 104 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.41 | 89.72 | 89.44 | 88.92 | 91.31 | 88.47 | 88.16 | 89.71 | 88.26 | 89.17 | 91.40 | 86.14 | 89.11 | 88.95 | 88.95 | 90.61 | 89.92 | 90.99 | 90.34 | 89.44 | 89.62 | 89.39 | 91.30 | 89.55 | 89.81 | 89.30 |
| 4 | 372 | 104 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 85.41 | 89.57 | 88.08 | 86.80 | 89.65 | 90.72 | 89.02 | 91.10 | 90.43 | 91.08 | 89.19 | 89.03 | 89.44 | 90.17 | 89.63 | 88.96 | 91.09 | 91.71 | 89.69 | 88.73 | 89.42 | 88.69 | 91.26 | 89.18 | 89.82 | 89.88 |
| 25 | 372 | 104 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.13 | 89.32 | 90.60 | 87.32 | 89.63 | 88.83 | 90.27 | 88.55 | 89.55 | 92.00 | 89.43 | 89.18 | 88.45 | 91.18 | 90.26 | 90.76 | 88.71 | 90.00 | 88.41 | 89.65 | 90.00 | 88.02 | 90.80 | 88.93 | 89.73 | 89.46 |
| 24 | 372 | 104 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.07 | 87.55 | 87.23 | 88.42 | 87.97 | 90.10 | 88.84 | 89.61 | 89.77 | 86.22 | 91.39 | 88.31 | 87.57 | 88.91 | 87.34 | 88.92 | 89.49 | 89.21 | 90.85 | 89.70 | 90.23 | 87.54 | 89.89 | 88.90 | 88.64 | 86.66 |
| 16 | 372 | 104 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 90.05 | 88.97 | 89.09 | 89.06 | 89.94 | 89.72 | 88.83 | 88.41 | 89.59 | 89.54 | 89.56 | 87.26 | 89.43 | 89.29 | 89.50 | 90.07 | 90.04 | 89.80 | 88.97 | 88.12 | 89.20 | 87.85 | 90.72 | 89.30 | 90.58 | 89.80 |
| 35 | 372 | 104 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.58 | 88.61 | 88.66 | 89.40 | 88.11 | 86.97 | 88.90 | 89.86 | 88.70 | 88.56 | 90.85 | 89.72 | 88.56 | 90.07 | 88.27 | 89.06 | 89.42 | 89.35 | 89.93 | 89.34 | 88.43 | 89.09 | 89.39 | 87.06 | 89.73 | 87.77 |
| 36 | 372 | 104 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.86 | 91.27 | 88.55 | 88.48 | 87.36 | 86.58 | 88.80 | 88.86 | 88.70 | 90.97 | 85.83 | 88.57 | 87.25 | 90.46 | 88.03 | 89.68 | 90.07 | 90.83 | 90.19 | 88.30 | 89.99 | 88.23 | 91.76 | 88.26 | 89.70 | 88.99 |
| 28 | 372 | 104 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.74 | 90.28 | 91.83 | 89.41 | 90.44 | 89.28 | 89.55 | 88.97 | 91.62 | 88.79 | 92.20 | 88.28 | 88.42 | 89.72 | 87.32 | 88.31 | 90.45 | 90.37 | 90.33 | 89.42 | 87.31 | 89.76 | 93.47 | 84.99 | 90.06 | 87.76 |
| 26 | 372 | 104 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.16 | 90.23 | 90.45 | 88.37 | 90.40 | 88.96 | 89.80 | 89.73 | 89.96 | 90.07 | 89.82 | 88.90 | 88.65 | 89.26 | 90.41 | 90.39 | 89.26 | 89.70 | 91.46 | 90.35 | 88.80 | 85.34 | 90.33 | 88.77 | 88.77 | 88.59 |
| 17 | 372 | 104 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 87.59 | 88.21 | 89.76 | 89.85 | 89.67 | 89.05 | 89.59 | 88.84 | 89.18 | 90.16 | 90.62 | 88.28 | 90.03 | 89.15 | 88.91 | 89.71 | 88.94 | 90.16 | 90.72 | 84.95 | 89.49 | 89.49 | 90.26 | 89.87 | 88.21 | 88.98 |
Size of the test data: (41, 34)
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_16 | 88.401220 | 0.736112 |
| mAP_valid_abs_values_19 | 88.362683 | 0.508257 |
| mAP_valid_abs_values_13 | 88.342927 | 0.876494 |
| mAP_valid_abs_values_20 | 88.271951 | 0.573381 |
| mAP_valid_abs_values_18 | 88.246585 | 0.767257 |
| mAP_valid_abs_values_12 | 88.215122 | 0.782250 |
| mAP_valid_abs_values_23 | 88.198537 | 1.073163 |
| mAP_valid_abs_values_6 | 88.151707 | 0.742337 |
| mAP_valid_abs_values_11 | 88.129756 | 0.517414 |
| mAP_valid_abs_values_8 | 88.009512 | 0.645554 |
| mAP_valid_abs_values_14 | 87.777805 | 0.866431 |
| mAP_valid_abs_values_17 | 87.750488 | 1.120529 |
| mAP_valid_abs_values_9 | 87.724390 | 0.674996 |
| mAP_valid_abs_values_7 | 87.610976 | 0.905670 |
| mAP_valid_abs_values_10 | 87.595122 | 0.726296 |
| mAP_valid_abs_values_2 | 87.491220 | 0.835976 |
| mAP_valid_abs_values | 87.195610 | 1.011983 |
| mAP_valid_abs_values_5 | 87.192683 | 0.860183 |
| mAP_valid_abs_values_25 | 87.187317 | 1.042593 |
| mAP_valid_abs_values_15 | 87.155366 | 0.801096 |
| mAP_valid_abs_values_21 | 87.044878 | 1.001557 |
| mAP_valid_abs_values_4 | 87.020000 | 0.856610 |
| mAP_valid_abs_values_3 | 86.700488 | 0.830120 |
| mAP_valid_abs_values_26 | 86.508780 | 1.227192 |
| mAP_valid_abs_values_22 | 86.442927 | 0.988343 |
| mAP_valid_abs_values_24 | 86.389756 | 1.080621 |
We then apply the hyperparameters to the test set and average the results.
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
optimal_params.to_csv('optimal_params_128bit.csv',index=False)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_23 | 90.359024 | 1.140388 |
| mAP_test_abs_values_19 | 89.798293 | 0.997750 |
| mAP_test_abs_values_18 | 89.689024 | 1.137783 |
| mAP_test_abs_values_14 | 89.610244 | 1.109016 |
| mAP_test_abs_values_17 | 89.483659 | 0.884765 |
| mAP_test_abs_values_16 | 89.432439 | 0.977340 |
| mAP_test_abs_values_11 | 89.391707 | 1.378844 |
| mAP_test_abs_values_9 | 89.271707 | 1.035079 |
| mAP_test_abs_values_3 | 89.068780 | 1.201108 |
| mAP_test_abs_values_21 | 89.063415 | 1.158593 |
| mAP_test_abs_values_10 | 89.036585 | 1.344389 |
| mAP_test_abs_values_13 | 88.999268 | 0.869849 |
| average_map | 88.942542 | 0.412975 |
| mAP_test_abs_values_25 | 88.920732 | 1.229732 |
| mAP_test_abs_values_7 | 88.889756 | 1.251346 |
| mAP_test_abs_values_5 | 88.873902 | 1.072191 |
| mAP_test_abs_values_20 | 88.839756 | 1.189648 |
| mAP_test_abs_values_8 | 88.838049 | 0.970938 |
| mAP_test_abs_values_6 | 88.678049 | 1.131849 |
| mAP_test_abs_values_2 | 88.649512 | 1.197387 |
| mAP_test_abs_values | 88.416829 | 1.108331 |
| mAP_test_abs_values_24 | 88.354878 | 1.108346 |
| mAP_test_abs_values_26 | 88.298049 | 1.099966 |
| mAP_test_abs_values_15 | 88.263659 | 1.023019 |
| mAP_test_abs_values_4 | 88.144390 | 0.853300 |
| mAP_test_abs_values_22 | 88.095122 | 0.885898 |
| mAP_test_abs_values_12 | 88.039268 | 1.497752 |
Summary:
Code
def extract_number(text):
if isinstance(text, str):
matches = re.findall(r'\d+', text)
return int(matches[0]) if matches else 1
return 1
res_valid_mwu_128['id'] = res_valid_mwu_128.index.to_series().apply(extract_number)
res_test_mwu_128['id'] = res_test_mwu_128.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid_mwu_128,res_test_mwu_128])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test_mwu_128 = res_test_mwu_128.sort_values(by=['id']).reset_index().query("index !='average_map'")
res_valid_mwu_128 = res_valid_mwu_128.reset_index(drop=True)
res_valid_mwu_128.columns = ['valid_score', 'std', 'id']
res_valid_mwu_128 = res_valid_mwu_128[['valid_score', 'id']]
res_test_mwu_128.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_128 = res_test_mwu_128[['test_score', 'id']]
result_merged_mwu_128 = pd.merge(res_valid_mwu_128,res_test_mwu_128,on='id')
result_merged_mwu_128.sort_values(by=['valid_score'], ascending=False,inplace=True)
result_merged_mwu_128 = result_merged_mwu_128[['id','valid_score','test_score']]
html_table = result_merged_mwu_128.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))| id | valid_score | test_score | |
|---|---|---|---|
| 0 | 16 | 88.401220 | 89.432439 |
| 1 | 19 | 88.362683 | 89.798293 |
| 2 | 13 | 88.342927 | 88.999268 |
| 3 | 20 | 88.271951 | 88.839756 |
| 4 | 18 | 88.246585 | 89.689024 |
| 5 | 12 | 88.215122 | 88.039268 |
| 6 | 23 | 88.198537 | 90.359024 |
| 7 | 6 | 88.151707 | 88.678049 |
| 8 | 11 | 88.129756 | 89.391707 |
| 9 | 8 | 88.009512 | 88.838049 |
| 10 | 14 | 87.777805 | 89.610244 |
| 11 | 17 | 87.750488 | 89.483659 |
| 12 | 9 | 87.724390 | 89.271707 |
| 13 | 7 | 87.610976 | 88.889756 |
| 14 | 10 | 87.595122 | 89.036585 |
| 15 | 2 | 87.491220 | 88.649512 |
| 16 | 1 | 87.195610 | 88.416829 |
| 17 | 5 | 87.192683 | 88.873902 |
| 18 | 25 | 87.187317 | 88.920732 |
| 19 | 15 | 87.155366 | 88.263659 |
| 20 | 21 | 87.044878 | 89.063415 |
| 21 | 4 | 87.020000 | 88.144390 |
| 22 | 3 | 86.700488 | 89.068780 |
| 23 | 26 | 86.508780 | 88.298049 |
| 24 | 22 | 86.442927 | 88.095122 |
| 25 | 24 | 86.389756 | 88.354878 |
Code
# import matplotlib.pyplot as plt
# import seaborn as sns
# import pandas as pd
# import matplotlib.font_manager
# matplotlib.font_manager.findSystemFonts(fontpaths=None, fontext='ttf')
# sns.set_style("white")
# SMALL_SIZE = 7
# MEDIUM_SIZE = 7
# BIGGER_SIZE = 7
# plt.rc('font', size=SMALL_SIZE) # controls default text sizes
# plt.rc('axes', titlesize=SMALL_SIZE) # fontsize of the axes title
# plt.rc('axes', labelsize=MEDIUM_SIZE) # fontsize of the x and y labels
# plt.rc('xtick', labelsize=SMALL_SIZE) # fontsize of the tick labels
# plt.rc('ytick', labelsize=SMALL_SIZE) # fontsize of the tick labels
# plt.rc('legend', fontsize=SMALL_SIZE) # legend fontsize
# #plt.rc('figure', titlesize=BIGGER_SIZE)
# # Data
# # Create the plot
# fig, ax = plt.subplots(figsize=(10/3, 3))
# sns.set_style("whitegrid")
# plt.legend(loc = 'upper left')
# # Show the plot
# plt.rc('font', family='Nimbus Roman')
# df = df.query('bit!=8')
# # Create line plot
# sns.lineplot(data=df, x='bit', y='test_score',label='Test', color='blue')
# sns.lineplot(data=df, x='bit', y='valid_score',label='Valid', color='red')
# # sns.lineplot(data=df, x='bit', y='valid_score_std', color='blue')
# # sns.lineplot(data=df, x='bit', y='test_score_std', color='red')
# # Fill standard deviation envelopes for 'test_score' and 'valid_score'
# plt.fill_between(df['bit'], df['test_score'] - df['test_score_std'], df['test_score'] + df['test_score_std'], color='#439CEF')
# plt.fill_between(df['bit'], df['valid_score'] - df['valid_score_std'], df['valid_score'] + df['valid_score_std'], color='#ffbaba')
# plt.scatter(72, df['test_score'].iloc[7], color='blue', marker='o', s=25)
# plt.scatter(72, df['valid_score'].iloc[7], color='red', marker='o', s=25)
# ax.set_ylabel('mAP')
# ax.set_xlabel('Bit size')
# ax = plt.gca()
# # Set y-axis to start from a specific value
# plt.ylim(80, 92)
# # Set x-axis labels and ticks
# x_labels = np.unique(np.array(df.bit))
# plt.xticks(ticks=x_labels, labels=x_labels)
# plt.grid(False)
# # Show the plot
# plt.tight_layout()
# plt.savefig('paper images/valid_test.svg',format='svg', dpi=1200)
# plt.show()
# print('average performance for all the 26 discriptors in 72 bit: ')
# res = result_merged_mwu_72[['valid_score','test_score']].describe().iloc[1:3]
# html_table = res.to_html(index=True)
# # Wrap in a scrollable div
# scrollable_table = f"""
# <div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
# {html_table}
# </div>
# """
# # Display the scrollable table
# display(HTML(scrollable_table))Code
# result_merged_mwu_8_best = result_merged_mwu_8.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
# result_merged_mwu_8_best['bit'] = 8
result_merged_mwu_16_best = result_merged_mwu_16.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_16_best['bit'] = 16
result_merged_mwu_24_best = result_merged_mwu_24.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_24_best['bit'] = 24
result_merged_mwu_32_best = result_merged_mwu_32.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_32_best['bit'] = 32
result_merged_mwu_40_best = result_merged_mwu_40.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_40_best['bit'] = 40
result_merged_mwu_48_best = result_merged_mwu_48.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_48_best['bit'] = 48
result_merged_mwu_56_best = result_merged_mwu_56.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_56_best['bit'] = 56
result_merged_mwu_64_best = result_merged_mwu_64.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_64_best['bit'] = 64
result_merged_mwu_72_best = result_merged_mwu_72.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_72_best['bit'] = 72
result_merged_mwu_80_best = result_merged_mwu_80.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_80_best['bit'] = 80
result_merged_mwu_88_best = result_merged_mwu_88.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_88_best['bit'] = 88
result_merged_mwu_96_best = result_merged_mwu_96.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_96_best['bit'] = 96
result_merged_mwu_104_best = result_merged_mwu_104.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_104_best['bit'] = 104
result_merged_mwu_128_best = result_merged_mwu_128.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_128_best['bit'] = 128
result_merged_mwu_best = pd.concat([result_merged_mwu_16_best,result_merged_mwu_24_best,result_merged_mwu_32_best,result_merged_mwu_40_best,result_merged_mwu_48_best,result_merged_mwu_56_best,result_merged_mwu_64_best,result_merged_mwu_72_best,result_merged_mwu_80_best,result_merged_mwu_88_best,result_merged_mwu_96_best,result_merged_mwu_104_best,result_merged_mwu_128_best])
result_merged_mwu_best = result_merged_mwu_best[['valid_score', 'test_score', 'bit']]
df_melted = pd.melt(result_merged_mwu_best, id_vars=['bit'], var_name='Metric', value_name='mAP')
# result_merged_mwu_8_std = result_merged_mwu_8.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
# result_merged_mwu_8_std['bit'] = 8
result_merged_mwu_16_std = result_merged_mwu_16.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_16_std['bit'] = 16
result_merged_mwu_24_std = result_merged_mwu_24.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_24_std['bit'] = 24
result_merged_mwu_32_std = result_merged_mwu_32.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_32_std['bit'] = 32
result_merged_mwu_40_std = result_merged_mwu_40.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_40_std['bit'] = 40
result_merged_mwu_48_std = result_merged_mwu_48.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_48_std['bit'] = 48
result_merged_mwu_56_std = result_merged_mwu_56.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_56_std['bit'] = 56
result_merged_mwu_64_std = result_merged_mwu_64.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_64_std['bit'] = 64
result_merged_mwu_72_std = result_merged_mwu_72.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_72_std['bit'] = 72
result_merged_mwu_80_std = result_merged_mwu_80.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_80_std['bit'] = 80
result_merged_mwu_88_std = result_merged_mwu_88.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_88_std['bit'] = 88
result_merged_mwu_96_std = result_merged_mwu_96.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_96_std['bit'] = 96
result_merged_mwu_104_std = result_merged_mwu_104.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_104_std['bit'] = 104
result_merged_mwu_128_std = result_merged_mwu_128.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_128_std['bit'] = 128
result_merged_mwu_std = pd.concat([result_merged_mwu_16_std,result_merged_mwu_24_std,result_merged_mwu_32_std,result_merged_mwu_40_std,result_merged_mwu_48_std,result_merged_mwu_56_std,result_merged_mwu_64_std,result_merged_mwu_72_std,result_merged_mwu_80_std,result_merged_mwu_88_std,result_merged_mwu_96_std,result_merged_mwu_104_std,result_merged_mwu_128_std])
result_merged_mwu_std = result_merged_mwu_std[['valid_score', 'test_score', 'bit']]
result_merged_mwu_std.columns = ['valid_score_std', 'test_score_std', 'bit']
df_melted_std = pd.melt(result_merged_mwu_std, id_vars=['bit'], var_name='Metric', value_name='mAP')
df_melted_std.to_csv('df_melted_std.csv', index=False)
df_melted.to_csv('df_melted.csv', index=False)Overall reported results:
Code
df = pd.merge(result_merged_mwu_best, result_merged_mwu_std, on=['bit'])
df_report = df[['bit','valid_score', 'test_score', 'valid_score_std', 'test_score_std']]
df_report.to_csv('paper images/df_report.csv', index=False)
html_table = df_report.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))| bit | valid_score | test_score | valid_score_std | test_score_std | |
|---|---|---|---|---|---|
| 0 | 16 | 86.594341 | 88.626374 | 1.397171 | 1.841074 |
| 1 | 24 | 87.152488 | 89.399075 | 0.790584 | 0.939100 |
| 2 | 32 | 87.956538 | 90.178360 | 0.685684 | 0.553663 |
| 3 | 40 | 88.105782 | 90.304523 | 0.728296 | 0.487603 |
| 4 | 48 | 88.241209 | 90.419849 | 0.690932 | 0.551773 |
| 5 | 56 | 88.345000 | 90.394161 | 0.674954 | 0.518747 |
| 6 | 64 | 88.420422 | 90.386452 | 0.641029 | 0.521328 |
| 7 | 72 | 88.630275 | 90.311099 | 0.685334 | 0.617182 |
| 8 | 80 | 87.440754 | 88.862101 | 0.668262 | 0.563673 |
| 9 | 88 | 87.512837 | 88.922612 | 0.630350 | 0.649733 |
| 10 | 96 | 87.588341 | 88.844014 | 0.609801 | 0.641543 |
| 11 | 104 | 87.593344 | 88.988595 | 0.679974 | 0.574292 |
| 12 | 128 | 87.581454 | 88.942542 | 0.643512 | 0.582465 |
Code
# import matplotlib.font_manager
# matplotlib.font_manager.findSystemFonts(fontpaths=None, fontext='ttf')
# sns.set_style("white")
# SMALL_SIZE = 7
# MEDIUM_SIZE = 7
# BIGGER_SIZE = 7
# plt.rc('font', size=SMALL_SIZE) # controls default text sizes
# plt.rc('axes', titlesize=SMALL_SIZE) # fontsize of the axes title
# plt.rc('axes', labelsize=MEDIUM_SIZE) # fontsize of the x and y labels
# plt.rc('xtick', labelsize=SMALL_SIZE) # fontsize of the tick labels
# plt.rc('ytick', labelsize=SMALL_SIZE) # fontsize of the tick labels
# plt.rc('legend', fontsize=SMALL_SIZE) # legend fontsize
# #plt.rc('figure', titlesize=BIGGER_SIZE)
# # Data
# # Create the plot
# fig, ax = plt.subplots(figsize=(10/3, 3))
# sns.set_style("whitegrid")
# plt.legend(loc = 'upper left')
# # Show the plot
# plt.rc('font', family='Nimbus Roman')
# # Create line plot
# sns.lineplot(data=df, x='bit', y='test_score',label='Test', color='blue')
# sns.lineplot(data=df, x='bit', y='valid_score',label='Valid', color='red')
# # sns.lineplot(data=df, x='bit', y='valid_score_std', color='blue')
# # sns.lineplot(data=df, x='bit', y='test_score_std', color='red')
# # Fill standard deviation envelopes for 'test_score' and 'valid_score'
# plt.fill_between(df['bit'], df['test_score'] - df['test_score_std'], df['test_score'] + df['test_score_std'], color='#439CEF')
# plt.fill_between(df['bit'], df['valid_score'] - df['valid_score_std'], df['valid_score'] + df['valid_score_std'], color='#ffbaba')
# plt.scatter(72, df['test_score'].iloc[7], color='blue', marker='o', s=25)
# plt.scatter(72, df['valid_score'].iloc[7], color='red', marker='o', s=25)
# ax.set_ylabel('mAP')
# ax.set_xlabel('Bit size')
# ax = plt.gca()
# # Set y-axis to start from a specific value
# plt.ylim(80, 92)
# # Set x-axis labels and ticks
# x_labels = np.unique(np.array(df.bit))
# plt.xticks(ticks=x_labels, labels=x_labels)
# plt.grid(False)
# # Show the plot
# plt.tight_layout()
# plt.savefig('paper images/valid_test1.svg',format='svg', dpi=1200)
# plt.show()